{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m运行具有“Python 3.11.7”的单元格需要ipykernel包。\n",
      "\u001b[1;31m运行以下命令，将 \"ipykernel\" 安装到 Python 环境中。\n",
      "\u001b[1;31m命令: \"c:/Users/wangl/AppData/Local/Programs/Python/Python311/python.exe -m pip install ipykernel -U --user --force-reinstall\""
     ]
    }
   ],
   "source": [
    "import pandas as pd #importing all the important packages\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
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       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
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       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
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       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
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       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Charmeleon</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Charizard</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>534</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
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       "      <td>False</td>\n",
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       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard X</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard Y</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>159</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7</td>\n",
       "      <td>Squirtle</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>64</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   #                       Name Type 1  Type 2  Total  HP  Attack  Defense  \\\n",
       "0  1                  Bulbasaur  Grass  Poison    318  45      49       49   \n",
       "1  2                    Ivysaur  Grass  Poison    405  60      62       63   \n",
       "2  3                   Venusaur  Grass  Poison    525  80      82       83   \n",
       "3  3      VenusaurMega Venusaur  Grass  Poison    625  80     100      123   \n",
       "4  4                 Charmander   Fire     NaN    309  39      52       43   \n",
       "5  5                 Charmeleon   Fire     NaN    405  58      64       58   \n",
       "6  6                  Charizard   Fire  Flying    534  78      84       78   \n",
       "7  6  CharizardMega Charizard X   Fire  Dragon    634  78     130      111   \n",
       "8  6  CharizardMega Charizard Y   Fire  Flying    634  78     104       78   \n",
       "9  7                   Squirtle  Water     NaN    314  44      48       65   \n",
       "\n",
       "   Sp. Atk  Sp. Def  Speed  Generation  Legendary  \n",
       "0       65       65     45           1      False  \n",
       "1       80       80     60           1      False  \n",
       "2      100      100     80           1      False  \n",
       "3      122      120     80           1      False  \n",
       "4       60       50     65           1      False  \n",
       "5       80       65     80           1      False  \n",
       "6      109       85    100           1      False  \n",
       "7      130       85    100           1      False  \n",
       "8      159      115    100           1      False  \n",
       "9       50       64     43           1      False  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/Pokemon.csv') #read the csv file and save it into a variable\n",
    "df.head(n=10) #print the first 10 rows of the table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Poison</td>\n",
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       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
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       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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      ],
      "text/plain": [
       "   #                   NAME TYPE 1  TYPE 2  TOTAL  HP  ATTACK  DEFENSE  \\\n",
       "0  1              Bulbasaur  Grass  Poison    318  45      49       49   \n",
       "1  2                Ivysaur  Grass  Poison    405  60      62       63   \n",
       "2  3               Venusaur  Grass  Poison    525  80      82       83   \n",
       "3  3  VenusaurMega Venusaur  Grass  Poison    625  80     100      123   \n",
       "4  4             Charmander   Fire     NaN    309  39      52       43   \n",
       "\n",
       "   SP. ATK  SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "0       65       65     45           1      False  \n",
       "1       80       80     60           1      False  \n",
       "2      100      100     80           1      False  \n",
       "3      122      120     80           1      False  \n",
       "4       60       50     65           1      False  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns = df.columns.str.upper().str.replace('_', '') #change into upper case\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>144</td>\n",
       "      <td>Articuno</td>\n",
       "      <td>Ice</td>\n",
       "      <td>Flying</td>\n",
       "      <td>580</td>\n",
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       "      <td>Moltres</td>\n",
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       "      <td>580</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>90</td>\n",
       "      <td>125</td>\n",
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       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>150</td>\n",
       "      <td>Mewtwo</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>680</td>\n",
       "      <td>106</td>\n",
       "      <td>110</td>\n",
       "      <td>90</td>\n",
       "      <td>154</td>\n",
       "      <td>90</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>150</td>\n",
       "      <td>MewtwoMega Mewtwo X</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>780</td>\n",
       "      <td>106</td>\n",
       "      <td>190</td>\n",
       "      <td>100</td>\n",
       "      <td>154</td>\n",
       "      <td>100</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                 NAME    TYPE 1    TYPE 2  TOTAL   HP  ATTACK  \\\n",
       "156  144             Articuno       Ice    Flying    580   90      85   \n",
       "157  145               Zapdos  Electric    Flying    580   90      90   \n",
       "158  146              Moltres      Fire    Flying    580   90     100   \n",
       "162  150               Mewtwo   Psychic       NaN    680  106     110   \n",
       "163  150  MewtwoMega Mewtwo X   Psychic  Fighting    780  106     190   \n",
       "\n",
       "     DEFENSE  SP. ATK  SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "156      100       95      125     85           1       True  \n",
       "157       85      125       90    100           1       True  \n",
       "158       90      125       85     90           1       True  \n",
       "162       90      154       90    130           1       True  \n",
       "163      100      154      100    130           1       True  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['LEGENDARY']==True].head(5) #Showing the legendary pokemons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bulbasaur</th>\n",
       "      <td>1</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ivysaur</th>\n",
       "      <td>2</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venusaur</th>\n",
       "      <td>3</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VenusaurMega Venusaur</th>\n",
       "      <td>3</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charmander</th>\n",
       "      <td>4</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       # TYPE 1  TYPE 2  TOTAL  HP  ATTACK  DEFENSE  SP. ATK  \\\n",
       "NAME                                                                           \n",
       "Bulbasaur              1  Grass  Poison    318  45      49       49       65   \n",
       "Ivysaur                2  Grass  Poison    405  60      62       63       80   \n",
       "Venusaur               3  Grass  Poison    525  80      82       83      100   \n",
       "VenusaurMega Venusaur  3  Grass  Poison    625  80     100      123      122   \n",
       "Charmander             4   Fire     NaN    309  39      52       43       60   \n",
       "\n",
       "                       SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                                          \n",
       "Bulbasaur                   65     45           1      False  \n",
       "Ivysaur                     80     60           1      False  \n",
       "Venusaur                   100     80           1      False  \n",
       "VenusaurMega Venusaur      120     80           1      False  \n",
       "Charmander                  50     65           1      False  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.set_index('NAME') #change and set the index to the name attribute\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bulbasaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ivysaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venusaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VenusaurMega Venusaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charmander</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charmeleon</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charizard</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>534</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CharizardMega Charizard X</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CharizardMega Charizard Y</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>159</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Squirtle</th>\n",
       "      <td>Water</td>\n",
       "      <td>Water</td>\n",
       "      <td>314</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>64</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          TYPE 1  TYPE 2  TOTAL  HP  ATTACK  DEFENSE  SP. ATK  \\\n",
       "NAME                                                                            \n",
       "Bulbasaur                  Grass  Poison    318  45      49       49       65   \n",
       "Ivysaur                    Grass  Poison    405  60      62       63       80   \n",
       "Venusaur                   Grass  Poison    525  80      82       83      100   \n",
       "VenusaurMega Venusaur      Grass  Poison    625  80     100      123      122   \n",
       "Charmander                  Fire    Fire    309  39      52       43       60   \n",
       "Charmeleon                  Fire    Fire    405  58      64       58       80   \n",
       "Charizard                   Fire  Flying    534  78      84       78      109   \n",
       "CharizardMega Charizard X   Fire  Dragon    634  78     130      111      130   \n",
       "CharizardMega Charizard Y   Fire  Flying    634  78     104       78      159   \n",
       "Squirtle                   Water   Water    314  44      48       65       50   \n",
       "\n",
       "                           SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                                              \n",
       "Bulbasaur                       65     45           1      False  \n",
       "Ivysaur                         80     60           1      False  \n",
       "Venusaur                       100     80           1      False  \n",
       "VenusaurMega Venusaur          120     80           1      False  \n",
       "Charmander                      50     65           1      False  \n",
       "Charmeleon                      65     80           1      False  \n",
       "Charizard                       85    100           1      False  \n",
       "CharizardMega Charizard X       85    100           1      False  \n",
       "CharizardMega Charizard Y      115    100           1      False  \n",
       "Squirtle                        64     43           1      False  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index = df.index.str.replace(\".*(?=Mega)\", \"\")\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
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       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bulbasaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ivysaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venusaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VenusaurMega Venusaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charmander</th>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      TYPE 1  TYPE 2  TOTAL  HP  ATTACK  DEFENSE  SP. ATK  \\\n",
       "NAME                                                                        \n",
       "Bulbasaur              Grass  Poison    318  45      49       49       65   \n",
       "Ivysaur                Grass  Poison    405  60      62       63       80   \n",
       "Venusaur               Grass  Poison    525  80      82       83      100   \n",
       "VenusaurMega Venusaur  Grass  Poison    625  80     100      123      122   \n",
       "Charmander              Fire     NaN    309  39      52       43       60   \n",
       "\n",
       "                       SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                                          \n",
       "Bulbasaur                   65     45           1      False  \n",
       "Ivysaur                     80     60           1      False  \n",
       "Venusaur                   100     80           1      False  \n",
       "VenusaurMega Venusaur      120     80           1      False  \n",
       "Charmander                  50     65           1      False  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df.drop(['#'],axis=1) #drop the columns with axis=1;axis=0 is for rows\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The columns of the dataset are:  Index(['TYPE 1', 'TYPE 2', 'TOTAL', 'HP', 'ATTACK', 'DEFENSE', 'SP. ATK',\n",
      "       'SP. DEF', 'SPEED', 'GENERATION', 'LEGENDARY'],\n",
      "      dtype='object')\n",
      "The shape of the dataframe is:  (800, 11)\n"
     ]
    }
   ],
   "source": [
    "print('The columns of the dataset are: ',df.columns) #show the dataframe columns\n",
    "print('The shape of the dataframe is: ',df.shape) #shape of the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [TYPE 1, TYPE 2, TOTAL, HP, ATTACK, DEFENSE, SP. ATK, SP. DEF, SPEED, GENERATION, LEGENDARY]\n",
       "Index: []"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['TYPE 2'].isna()].head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#some values in TYPE2 are empty and thus they have to be filled or deleted\n",
    "df['TYPE 2'].fillna(df['TYPE 1'], inplace=True) #fill NaN values in Type2 with corresponding values of Typ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ADIRDAAAAGAiHAAAAMBAOAQAAYCAcAgAAwMDVygBgh+65p4Oth2AjnpJ8bD0IG/HUd9+l2noQADOHAAAA+APhEAAAAAbCIQAAAAyEQwAAABgIhwAAADAQDgEAAGAgHAIAAMBAOAQAAICBcAgAAAAD4RAAAAAGwiEAAAAMhEMAAAAYCIcAAAAw2H04PHXqlJYsWaLBgwerVatWqlu3rlq0aKGRI0fq+++/t+o/Z84ceXl5Ffpx7NixAvcTHx+vAQMGqFGjRmrcuLHCw8O1devWsi4PgJMLVqJclG/xEaxEWw8LgBOrbOsBFGX58uWKjo6Wv7+/evbsqTp16ig5OVmxsbGKjY3Ve++9pwceeMBqveHDh8vPz8+q3dPT06ptzZo1mjBhgurUqaPhw4dLktatW6eIiAh9+OGHGjRoUOkXBgAAYIfsPhy2b99eGzduVJcuXSzad+3apUGDBikyMlJhYWGqWrWqxfIRI0aoa9euRW4/PT1dzz77rLy9vbV161Y1bNhQkjR16lR169ZNkZGRCg0NVc2aNUuvKAAAADtl94eV77//fqtgKEnBwcHq2rWr0tPTdejQodve/vr163XhwgWNHz/eCIaS1LBhQ40bN07nzp3Txo0bb3v7AAAAFYndh8ObqVKliiSpUqVKVst27dql6Ohovf3229q4caMyMzML3MaOHTskSaGhoVbLevXqJUnauXNnaQ0ZAADArtn9YeXCpKam6ttvv5Wvr69atmxptXzOnDkWrz09PTV37lzjnEKz5ORkSVJgYKDVNsxt5j5Fyc7OvqV+xZWTk2Px2ZlQOwBn46w/+7zfl13t1apVK1b/ChkOr169qgkTJujKlSuaOXOmxcxhq1attGjRInXp0kW+vr5KS0vT5s2b9dprr2nSpEny9PTUgAEDjP4ZGRmSJA8PD6v9mM8zNPcpyqlTp5Sbm1uS0m4qLS2tzLZt75y39sa2HgCAcua873fXOXP9ZVF7pUqVFBAQUKx1Klw4zMvL06RJk7Rr1y6NHj1aDz/8sMXygQMHWrxu0qSJxo8frzvuuEMRERGaNWuWRTgsTQ0aNCiT7ebk5CgtLU0+Pj5yc3Mrk33YK2evHYDzccb3O4n3e3uqvUKFw7y8PE2ePFmff/65HnzwQS1YsOCW1+3evbv8/f116NAhZWRkGDOF5s8ZGRmqXbu2xToXL1606FOU4k7bFpebm1uZ78NeOXPtcGx19ZvcZPmHQI7cdFb1bDQi2Jqzv985c/32UnuFuSDFPGO4atUqDR06VEuXLpWra/GG7+3tLUm6fPmy0Xaz8wpvdj4iAJSGrzRIJ9TY4uMrcW9VALZTIcKhORiuXr1aDzzwgJYtW1bgFco3k5WVpcOHD8tkMhkhUZJCQkIkSQkJCVbrxMfHW/QBAABwdHYfDs2HklevXq2IiAgtX7680GB48eJF/fLLL1btly9f1pQpU3Tx4kVFRESocuU/jqYPHjxYHh4eWr58uU6ePGm0nzx5Uu+++668vb0VHh5e+oUBAADYIbs/53DevHlatWqV3N3d1axZM0VFRVn1CQsLU5s2bXT+/Hndc889at++vVq0aCEfHx/99ttv2rp1q06ePKmgoCC9+uqrFut6eXkpKipKEyZMUPfu3TV48GBJ1x+fd/78eX3wwQc8HQUAADgNuw+Hx48flyRlZmbqjTfeKLCPn5+f2rRpo1q1amns2LH64YcfFBcXp/T0dFWvXl0tWrTQhAkTNG7cOFWvXt1q/Yceekje3t6aP3++Vq5cKRcXF7Vt21bTpk1Tjx49yrI8AAAAu2L34XDp0qVaunTpLfX18PAocGbxVvTu3Vu9e/e+rXUBAAAchd2fcwgAAIDyQzgEAACAgXAIAAAAA+EQAAAABsIhAAAADIRDAAAAGAiHAAAAMBAOAQAAYCAcAgAAwEA4BAAAgIFwCAAAAAPhEAAAAAbCIQAAAAyEQwAAABgq23oAAODM3taT+lzDLNpOq76NRgMAhEMAsKnVGm7rIQCABQ4rAwAAwEA4BAAAgIFwCAAAAAPhEAAAAAbCIQAAAAyEQwAAABgIhwAAADBwn0MAsKFZel4tdMSi7Yha6AXNttGIADi7EoXDtm3b6u6779aKFSuK7DtmzBj98MMP2rdvX0l2CQAOJVQJ6qzdFm2J6mSj0QBACQ8rHz9+XKdPn76lvmlpaTp+/HhJdgcAAIAyVm7nHF67dk2urpziCAAAYM/KJa1dvXpVycnJqlWrVnnsDgAAALepWOcc7ty5Uzt27LBoO3HihObNm1foOpcvX1ZiYqLOnTunPn363N4oAQAAUC6KFQ63b9+uefPmycXFxWg7efLkTcOhJOXn56tGjRp6+umnb2+UAAAAKBfFCoetW7fW8OHDjderVq1S3bp11atXrwL7u7i4qEaNGvL399egQYPUsGHDko0WAAAAZapY4TAsLExhYWHG61WrVikgIEBLliwp9YEBAACg/JXoPof79+9XtWrVSmssAAAAsLEShUM/P7/SGgcAAADsQKk9Pu/ixYv69ddflZmZqfz8/EL7hYSElNYuAQAAUMpKHA737dunF154QYmJiTcNhdL1C1TOnTtX0l0CAACgjJQoHO7bt09hYWG6fPmy8vPzVbVqVdWpU6dUn4Ry6tQprV+/XnFxcfrvf/+rtLQ01apVSx07dtSUKVPUoUMHq3UyMjI0d+5cff311/rtt9/k4+OjiIgITZ8+Xe7u7lb98/Ly9O677+qjjz5SSkqKTCaTevTooRdffFFNmzYttVoAAADsXYnC4Zw5c3Tp0iV17NhR8+bNU9u2bUtrXIbly5crOjpa/v7+6tmzp+rUqaPk5GTFxsYqNjZW7733nh544AGjf1ZWlsLCwnTgwAGFhoZq6NChSkpK0sKFC7Vz505t2rTJ6iKaqVOnKiYmRnfeeacmTJig06dPa/369UpISNCWLVsUGBhY6nUBAADYoxKFwz179qhatWpatWpVmT0ar3379tq4caO6dOli0b5r1y4NGjRIkZGRCgsLU9WqVSVJb731lg4cOKCpU6dq5syZRv+ZM2cqOjpaS5YsUWRkpNG+bds2xcTEKDg4WOvXr5ebm5skadiwYRo2bJimTZumtWvXlkltAAAA9qZEx39zcnLUvHnzMn1m8v33328VDCUpODhYXbt2VXp6ug4dOiTp+pNYPv74Y7m7u2vatGkW/adNmyZ3d3fFxMRYtJtfP//880YwlKQ+ffqoS5cuSkhIUGpqammXBQAAYJdKFA79/f116dKl0hpLsVWpUkWSVKlSJUlScnKyTp8+rY4dO8pkMln0NZlM6tixo44ePaoTJ04Y7Tt27JDJZFKnTp2stm9+8svOnTvLqgQAAAC7UqJwOGLECKWkpCgpKam0xnPLUlNT9e2338rX11ctW7aUdD0cSlJAQECB65jbzf2ysrJ05swZNWnSxAiYN+sPAADg6Ep0zuHEiROVkJCgUaNGadmyZerYsWNpjeumrl69qgkTJujKlSuaOXOmEewyMjIkSZ6engWu5+HhYdHP/NncXlT/omRnZ99iBcWTk5Nj8dmZUDsAZ+OsP/u835dd7cV9ml2JwuETTzyhOnXqaPv27erfv79atmypZs2aqUaNGgX2d3Fx0aJFi0qyS+Xl5WnSpEnatWuXRo8erYcffrhE2ytNp06dUm5ubpltPy0trcy2be+ct/bGth4AythZ1dUJNbRqg/Ny3ve765y5/rKovVKlSoUeUS1MicLhypUr5eLiYtz8+uDBgzp48GCh/UsaDvPy8jR58mR9/vnnevDBB7VgwQKL5eaZvgsXLhS4/o0zhUXNDBY1s3ijBg0a3FK/4srJyVFaWpp8fHwsLppxBs5eOxzfIH1t6yHAzjjj+53E+7091V6icDh9+vTSGkeRzDOGq1ev1tChQ7V06VKrm22b70eYkpJS4DbM7eZ+JpNJvr6+OnbsmHJzc63OO7yxf1GKO21bXG5ubmW+D3vlzLUDcC7O/n7nzPXbS+0lCofPPfdcaY3jpv4cDB944AEtW7aswAtIAgMDVb9+fe3Zs0dZWVkWVyxnZWVpz549atKkiRo1amS0h4SE6Msvv9Tu3butnvscHx8v6fptcwAAAJxB6T3nroyYDyWvXr1aERERWr58eYHBULp+2HrkyJHKzMxUVFSUxbKoqChlZmZq9OjRFu3m17Nnz7Y4jBcXF6cdO3YoNDRUfn5+pVwVAACAfSrRzGF5mDdvnlatWiV3d3c1a9bMKvRJUlhYmNq0aSNJmjJlijZt2qTo6GglJSWpbdu22r9/vxISEtS+fXtNnDjRYt1u3bpp1KhRiomJUffu3dW3b1+dOXNG69atU61atfT666+XS50AAAD2oETh8HZuDn3joduiHD9+XJKUmZmpN954o8A+fn5+Rjg0mUyKjY3V3LlztWHDBm3fvl0+Pj56/PHHNX36dFWvXt1q/ejoaAUFBemjjz7SO++8I5PJpPDwcL344ovy9/cvZoUAAAAVl0t6enr+7a5cq1Ytubi43PrOXFx07ty5292d08rOzlZqaqoaN25sFyeqlidnr93X18fWwwBQjr777nunfL+TeL+3p9pLNHPYqFGjQsPhpUuXjCDo5uYmHx9+yQEAANi7EoXDAwcO3HR5enq63nvvPS1YsECjRo3SM888U5LdAYDDaaUDclemRVum3HVQrW00IgDOrkwvSPHy8tIzzzyjgIAAjR07VkFBQRowYEBZ7hIAKpTlGq/O2m3RlqhOClaijUYEwNmVy61sHnjgAdWrV0+LFy8uj90BAADgNpXbfQ4bNGhQ5GFoAAAA2Fa5hMO8vDylpKQoNze3PHYHAACA21Tm4fDq1auaMWOGLly4oKCgoLLeHQAAAEqgRBekTJ48udBl+fn5Onv2rJKSknT27Fm5uLjctD8AAABsr0ThcOXKlXJxcVF+/s3vo20ymfTSSy8pIiKiJLsDAABAGStROJw+fXqhy1xcXFSjRg0FBgaqW7ducnd3L8muAAAAUA5KFA6fe+650hoHAAAA7EC53coGAAAA9q9Un5By7do1HT9+XBcvXlTNmjXl5+enypXL9CEsAAAAKEWlktx+/PFHRUVFaevWrcrOzjbaq1Wrpp49e+qZZ55Ru3btSmNXAAAAKEMlPqz80UcfqV+/ftq8ebMuX76s/Px84+Py5cvatGmT+vbtq5iYmNIYLwAAAMpQicLh/v379fTTT+vatWvq1KmTVq5cqX379unMmTPat2+fVq5cqc6dO+vatWuKjIzU/v37S2vcAAAAKAMlCoeLFi1Sbm6uHn/8cW3atEn9+/dXkyZNVLVqVTVp0kT9+/fXpk2b9MQTTyg3N1eLFy8urXEDAACgDJQoHO7atUuenp566aWXbtrvxRdflIeHh3bu3FmS3QEAAKCMlSgcnj17VoGBgapSpcpN+1WpUkXNmjXT//73v5LsDgAAAGWsROHQ3d1daWlpt9Q3LS1NJpOpJLsDAABAGStROGzTpo1OnTqlTZs23bRfbGysTp48qTZt2pRkdwAAAChjJQqHf/3rX5Wfn6/x48dr0aJFunTpksXyS5cuaeHChZowYYJcXFw0cuTIEg0WAAAAZatEN8EeOnSoNmzYoK+//lovvfSSXnvtNfn5+alevXr67bffdPz4cWVnZys/P1+DBg3SkCFDSmvcAOAQXtAs1dZ5i7bzqm2j0QBAKTwhZcWKFYqKitKSJUt08eJF/fzzz/r555+N5TVr1tTkyZP1zDPPlHRXAOBwEtTL1kMAAAslDoeVKlXSc889pyeffFKJiYn673//q8zMTLm7u6tFixbq1KmTatSoURpjBQAAQBkrlWcrS1KNGjXUq1cv9erFX8EAAAAVVbEvSAkLC1Pt2rU1f/78W+o/f/581a5dW4MHDy724AAAAFC+ihUOd+3apV27dumuu+7S008/fUvrPP3007rrrru0detW7d2797YGCQAAgPJRrHD45ZdfysXFRU899VSxdvL0008rPz9fn3/+ebHWAwAAQPkqVjjcs2ePqlWrpj59+hRrJ71791a1atW0Z8+eYq0HAACA8lWscHj8+HH5+fmpWrVqxdpJ1apV1aRJEx07dqxY6wEAAKB8Fetq5cuXL8vd3f22duTu7q7Lly/f1roA4KiWa5xa6aBF20G10ni9a6MRAXB2xQqHXl5eOnfu3G3t6Ny5c/L09LytdQHAUbXSQXXWblsPAwAMxTqsbD40fPbs2WLt5LffftOxY8fUpEmTYq0HAACA8lWscNi1a1dJ0vvvv1+snbz//vvKz89Xt27dirUeAAAAylexwuHo0aNVqVIlRUdHa8eOHbe0zvbt2xUdHa3KlStr1KhRtzVIAAAAlI9ihcOmTZvqscce05UrVzRkyBC99tprhZ6DeO7cOc2ePVtDhw7V1atXNX78eDVt2rQ0xgwAAIAyUuxnK7/yyiv69ddfFRsbqzfeeENvvvmm/vKXv6hp06YymUzKysrS0aNHdfjwYeXl5Sk/P18DBgzQq6++etuDXLNmjRITE7Vv3z4dOnRIOTk5Wrx4sR555BGrvnPmzNG8efMK3db+/fsLPPcxPj5e8+fPV1JSklxcXNS2bVtNmzZN3bt3v+1xAwAAVDTFDoeurq765JNPtHDhQi1YsEC///67/vOf/+g///mPXFxclJ+fb/StVauWpk6dqieffLJEg5w1a5ZSU1Pl7e0tHx8fpaamFrnO8OHD5efnZ9Ve0BXTa9as0YQJE1SnTh0NHz5ckrRu3TpFREToww8/1KBBg0o0fgAAgIqi2OHQ7IknntCYMWMUFxenxMREnTp1ShcvXlTNmjXVoEEDde7cWb1795bJZCrxIBcuXKiAgAD5+flpwYIFeuWVV4pcZ8SIEcYFNDeTnp6uZ599Vt7e3tq6dasaNmwoSZo6daq6deumyMhIhYaGqmbNmiWuAwAAwN7ddjiUpBo1amjQoEFlPrPWo0ePMtv2+vXrdeHCBf3jH/8wgqEkNWzYUOPGjdPcuXO1ceNGY0YRAADAkRXrgpSKZNeuXYqOjtbbb7+tjRs3KjMzs8B+5quuQ0NDrZb16tVLkrRz586yGygAAIAdKdHMoT2bM2eOxWtPT0/NnTvXagYwOTlZkhQYGGi1DXObuU9RsrOzb2eoRcrJybH47EyoHYCzcdaffd7vy672atWqFau/w4XDVq1aadGiRerSpYt8fX2VlpamzZs367XXXtOkSZPk6empAQMGGP0zMjIkSR4eHlbbMp9naO5TlFOnTik3N7cUqihYWlpamW3b3jlv7Y1tPQAA5cx53++uc+b6y6L2SpUqKSAgoFjrOFw4HDhwoMXrJk2aaPz48brjjjsUERGhWbNmWYTD0tSgQYMy2W5OTo7S0tLk4+MjNze3MtmHvXL22gE4H2d8v5N4v7en2h0uHBame/fu8vf316FDh5SRkWHMFJo/Z2RkqHbt2hbrXLx40aJPUYo7bVtcbm5uZb4Pe+XMtQNwLs7+fufM9dtL7Q57QUpBvL29JUmXL1822m52XuHNzkcEAABwRE4TDrOysnT48GGZTCYjJEpSSEiIJCkhIcFqnfj4eIs+AAAAjs6hwuHFixf1yy+/WLVfvnxZU6ZM0cWLFxUREaHKlf84mj548GB5eHho+fLlOnnypNF+8uRJvfvuu/L29lZ4eHi5jB8AAMDWKsQ5hzExMUpMTJQkHTp0SJL08ccfG/co7Ny5s0aNGqXz58/rnnvuUfv27dWiRQv5+Pjot99+09atW3Xy5EkFBQVZPePZy8tLUVFRmjBhgrp3767BgwdLuv74vPPnz+uDDz7g6SgAAMBpVIhwmJiYqFWrVlm07d69W7t37zZejxo1SrVq1dLYsWP1ww8/KC4uTunp6apevbpatGihCRMmaNy4capevbrV9h966CF5e3tr/vz5WrlypVxcXNS2bVtNmzatTJ/OAgAAYG8qRDhcunSpli5dWmQ/Dw8PRUVF3dY+evfurd69e9/WugBwuw6q1S21AUB5qRDhEAAc1Xi9a+shAIAFh7ogBQAAACVDOAQAAICBcAgAAAAD4RAAAAAGwiEAAAAMhEMAAAAYCIcAAAAwcJ9DALChUMWrts5btJ1XbSWol41GBMDZEQ4BwIZm6QV11m6LtkR1UjDhEICNcFgZAAAABsIhAAAADIRDAAAAGAiHAAAAMBAOAQAAYCAcAgAAwEA4BAAAgIFwCAAAAAPhEAAAAAbCIQAAAAyEQwAAABgIhwAAADAQDgEAAGAgHAIAAMBAOAQAAICBcAgAAAAD4RAAAAAGwiEAAAAMhEMAAAAYKtt6AADgzMZrudyVadGWKXcbjQYACIcAYFMH1drWQwAACxxWBgAAgIFwCAAAAAPhEAAAAAbCIQAAAAyEQwAAABgIhwAAADBUiHC4Zs0aTZ06VT169FC9evXk5eWlTz/9tND+GRkZmjFjhlq1aqV69eqpdevWevHFF5WZmVlg/7y8PC1btkzBwcHy9fVVYGCgxowZo6NHj5ZRRQAAAPapQtzncNasWUpNTZW3t7d8fHyUmppaaN+srCyFhYXpwIEDCg0N1dChQ5WUlKSFCxdq586d2rRpk6pVq2axztSpUxUTE6M777xTEyZM0OnTp7V+/XolJCRoy5YtCgwMLOsSATipr3S/2utHi7Yf1V6D9LWNRgTA2VWImcOFCxcqKSlJycnJ+vvf/37Tvm+99ZYOHDigqVOnau3atZo5c6bWrl2rqVOn6scff9SSJUss+m/btk0xMTEKDg7W1q1b9corr2j58uX69NNP9fvvv2vatGllWRoAJ1dXZ9VIJy0+6uqsrYcFwIlViHDYo0cP+fn5FdkvPz9fH3/8sdzd3a1C3bRp0+Tu7q6YmBiLdvPr559/Xm5ubkZ7nz591KVLFyUkJNx0phIAAMCRVIhweKuSk5N1+vRpdezYUSaTyWKZyWRSx44ddfToUZ04ccJo37Fjh0wmkzp16mS1vV69ekmSdu7cWbYDBwAAsBMV4pzDW5WcnCxJCggIKHB5QECA4uPjlZycrEaNGikrK0tnzpxRUFCQKlWqVGD/P2+3KNnZ2bc58pvLycmx+OxMqB2As3HWn33e78uu9huvtSiKQ4XDjIwMSZKnp2eByz08PCz6mT+b24vqX5RTp04pNzf31gdcTGlpaWW2bXvnvLU3tvUAAJQz532/u86Z6y+L2itVqlTopFlhHCoc2lqDBg3KZLs5OTlKS0uTj4+PxXmRzsDZawfgfJzx/U7i/d6eaneocGie6btw4UKBy2+cKSxqZrComcUbFXfatrjc3NzKfB/2yplrB+A87rmng62HYGPOe7Tku+/S7OZ3nUNdkGK+H2FKSkqBy83t5n4mk0m+vr46duxYgYeDb+wPAADg6BwuHNavX1979uxRVlaWxbKsrCzt2bNHTZo0UaNGjYz2kJAQZWVlaffu3Vbbi4+PlyQFBweX7cABAADshEOFQxcXF40cOVKZmZmKioqyWBYVFaXMzEyNHj3aot38evbs2RbneMXFxWnHjh0KDQ29pXssAgAAOIIKcc5hTEyMEhMTJUmHDh2SJH388cfasWOHJKlz584aNWqUJGnKlCnatGmToqOjlZSUpLZt22r//v1KSEhQ+/btNXHiRIttd+vWTaNGjVJMTIy6d++uvn376syZM1q3bp1q1aql119/vRwrBQAAsK0KEQ4TExO1atUqi7bdu3dbHAo2h0OTyaTY2FjNnTtXGzZs0Pbt2+Xj46PHH39c06dPV/Xq1a22Hx0draCgIH300Ud65513ZDKZFB4erhdffFH+/v5lWxwAAIAdcUlPT8+39SBwc9nZ2UpNTVXjxo3t4iqm8uTstfv6+th6GChju9RZnWV5znOiOilYiTYaEQBb+O677+3md51DnXMIAACAkiEcAgAAwEA4BAAAgIFwCAAAAAPhEAAAAAbCIQAAAAwV4j6HAOCoEhSqE2pk0XZELWw0GgAgHAKATb2g2bYeAgBY4LAyAAAADIRDAAAAGAiHAAAAMBAOAQAAYCAcAgAAwEA4BAAAgIFwCAAAAAP3OQQAG3pYq1Rfpy3aTqu+Vmu4jUYEwNkRDgHAhp7U2+qs3RZtiepEOARgMxxWBgAAgIFwCAAAAAPhEAAAAAbCIQAAAAyEQwAAABgIhwAAADAQDgEAAGAgHAIAAMBAOAQAAICBcAgAAAAD4RAAAAAGnq1cQdxzTwdbD8FGPCX52HoQNuJp6wEAAJwQM4cAAAAwEA4BAABgIBwCAADAQDgEAACAgXAIAAAAA+EQAAAABsIhAAAADNznEABsaJC+kptyLNpy5Gaj0QCAg4bD1q1bKzU1tcBlISEhio2NtWi7cuWKoqOjtWbNGp08eVK1atVSv3799MILL6hu3brlMWQATuqs6tl6CABgwSHDoSR5eHho4sSJVu1+fn4Wr/Py8jRixAjFx8frnnvu0f3336/k5GTFxMRo69at2rJli+rUqVNewwYAALAphw2Hnp6e+sc//lFkv5UrVyo+Pl5Dhw7Vu+++KxcXF0nSihUrFBkZqVmzZik6OrqMRwsAAGAfnP6ClJiYGEnSSy+9ZARDSfrb3/6mpk2b6vPPP9fly5dtNTwAAIBy5bDhMCcnR59++qnmz5+v5cuX6/vvv7fqk52dre+//17Nmze3Otzs4uKinj17KisrSz/99FN5DRsAAMCmHPawclpamiZPnmzR1r59e73//vvy9/eXJP3666/Ky8tTQEBAgdswtycnJys4OLjIfWZnZ5dw1AXLyckpuhMAAKjQyur3fbVq1YrV3yHD4SOPPKLOnTsrKChIJpNJv/zyixYvXqw1a9bo/vvv165du1SzZk1lZGRIun5+YkE8PDwkyehXlFOnTik3N7d0irDSuIy2CwAA7EFaWlqpb7NSpUqFToIVxiHD4XPPPWfxuk2bNlq2bJkkac2aNfroo4/0+OOPl/p+GzRoUOrblJg5BADAGfj4+MjNzfb3OXXIcFiYv/3tb1qzZo327Nmjxx9/3JgZvHDhQoH9zTOG5n5FKe60LQDsUmd11m6LtkR1UrASbTQiALbi5uZmF1nCYS9IKYi3t7ck6dKlS5Kkpk2bytXVVSkpKQX2N7cHBgaWzwABAABszKnCofmKZfOVydWrV9fdd9+t//73vzp+/LhF3/z8fP3f//2fTCaT2rVrV+5jBQAAsAWHC4dHjhwxZgZvbJ85c6YkaejQoUb76NGjJUn//Oc/lZ+fb7R/8MEHOnr0qIYNG6bq1auX7aABAADshMOdc/jll19qyZIlCg4OVuPGjVWjRg398ssviouL09WrVxUZGamQkBCj/4gRI7Ru3Tp98cUXOnbsmEJCQpSSkqINGzaoSZMmeuGFF2xYDQAAQPlyuHDYtWtXHTlyRElJSUpMTNSlS5fk7e2tPn36aOzYsQoNDbXo7+rqqpUrV2rBggVas2aNlixZolq1amnkyJF64YUXeK4yAABwKi7p6en5RXeDLWVnZ8vX18fWwwBQBrhaGYAkfffd92rcuDFXKwMAAMC+EA4BAABgIBwCAADAQDgEAACAgXAIAAAAA+EQAAAABsIhAAAADIRDAAAAGAiHAAAAMBAOAQAAYCAcAgAAwEA4BAAAgIFwCAAAAENlWw8AAJzZaj2sRHW2aDumJjYaDQAQDgHApt7WFFsPAQAscFgZAAAABsIhAAAADIRDAAAAGAiHAAAAMBAOAQAAYCAcAgAAwEA4BAAAgIH7HAKADT2pt9RExyzajqkJ9z8EYDOEQwCwoYe1Wp2126ItUZ0IhwBshsPKAAAAMBAOAQAAYCAcAgAAwEA4BAAAgIFwCAAAAAPhEAAAAAbCIQAAAAyEQwAAABgIhwAAADAQDgEAAGAgHAIAAMBAOAQAAICBcPgnP/74o4YNGyY/Pz81aNBAvXv31rp162w9LAAAgHJT2dYDsBfbtm3TkCFDVK1aNT3wwANyd3fX119/rb/97W86ceKEnnjiCVsPEQAAoMwRDiVdu3ZNU6ZMkaurq2JjY9WmTRtJ0rPPPqtevXrp1Vdf1aBBg+Tn52fjkQIAAJQtDivr+qzhr7/+qqFDhxrBUJI8PT0VGRmpnJwcrVq1yoYjBAAAKB/MHErasWOHJCk0NNRqWa9evSRJO3fuLNcx3cjbO8+m+wdQNirJU3nytmrzFj/zgDOpVKmSrYdgIBxKSk5OliQFBgZaLfPx8ZG7u7tSUlLKe1iGatWqKTn5os32D6AsrdGNP913SEq2agXg2AJsPQADh5UlZWRkSJI8PDwKXF6zZk2jDwAAgCMjHAIAAMBAONQfM4aFzQ5evHix0FlFAAAAR0I41B/nGprPPfyztLQ0ZWZmKiDAfs4FAAAAKCuEQ0khISGSpISEBKtl8fHxFn0AAAAcmUt6enq+rQdha9euXVOHDh10+vRpxcXFGfc6vHDhgnr16qXjx4/ru+++U5MmTWw8UgAAgLJFOPz/Cnt8Xmpqql599VUenwcAAJwCh5X/v27duumbb75Rx44dtW7dOq1YsUL16tXTihUrbBYMf/zxRw0bNkx+fn5q0KCBevfurXXr1tlkLKXt1KlTWrJkiQYPHqxWrVqpbt26atGihUaOHKnvv/++wHUyMjI0Y8YMtWrVSvXq1VPr1q314osvKjMzs5xHXzaio6Pl5eUlLy8vfffdd1bLHbH+DRs2KCIiQv7+/vLx8VGbNm00ZswYnThxwqKfI9Wen5+vr7/+WuHh4brjjjtUv359dejQQVOnTtXRo0et+lfE2tesWaOpU6eqR48eqlevnry8vPTpp58W2r+4Nebl5WnZsmUKDg6Wr6+vAgMDNWbMmAK/fuXtVmu/evWqvvrqKz322GO699571bBhQzVq1Ei9evXS+++/r9zc3EL38dlnnyk0NFQNGjRQkyZN9NBDD2nfvn1lWNWtKe7/+58dPXpUDRs2lJeXl5566qlC+9lr7dLt1X/06FE9+eSTxvd+8+bNFR4ervXr1xfYv7zqZ+bQTjn6TObMmTMVHR0tf39/denSRXXq1FFycrJiY2OVn5+v9957Tw888IDRPysrS/fdd58OHDig0NBQtWnTRklJSUpISFD79u21adMmVatWzYYVlcyhQ4fUs2dPVa5cWVlZWYqLi9M999xjLHe0+vPz8/XUU0/pww8/lL+/v3r16iV3d3edPn1aO3fu1LvvvqvOnTtLcrzan3/+eS1evFi+vr4aMGCAatasqYMHDyohIUHu7u7avHmzgoKCJFXc2lu3bq3U1FR5e3urRo0aSk1N1eLFi/XII49Y9b2dGp988knFxMTozjvvVN++fXX69GmtX79eJpNJW7ZsKfCBBuXlVms/cuSI7r33Xrm7u6tbt25q3ry5MjIy9M033+j06dPq16+fVq9eLRcXF4v13njjDc2aNUuNGzfW/fffr8zMTK1du1Y5OTn66quv1KlTp/Is10Jx/t//LC8vT2FhYUpKSlJWVpb+9re/acGCBVb97Ll2qfj1/9///Z+x7L777lPTpk2Vnp6u//znP7rzzjsVHR1t0b886+cJKXbo2rVrmjJlilxdXRUbG2ucA/nss8+qV69eevXVVzVo0CD5+fnZeKS3r3379tq4caO6dOli0b5r1y4NGjRIkZGRCgsLU9WqVSVJb731lg4cOKCpU6dq5syZRn9zyFyyZIkiIyPLs4RSc/XqVU2cOFGtW7dWQECAPvvsM6s+jlb/O++8ow8//FBjx47VvHnzrB4bde3aNePfjlR7Wlqali5dqsaNG2vHjh3y9PQ0li1evNgIjosXL5ZUcWtfuHChAgIC5OfnpwULFuiVV14ptG9xa9y2bZtiYmIUHBys9evXy83NTZI0bNgwDRs2TNOmTdPatWvLrLai3Grt7u7ueuONNzR8+HCZTCajfdasWQoPD9fmzZv11VdfKSIiwliWnJysuXPnqlmzZoqPjze+f8aMGaM+ffpoypQpSkxMlKurbQ4KFuf//c8WL16s7777Tv/85z81Y8aMAvvYe+1S8epPTU3V6NGjVb9+fa1fv16NGze2WP7n90Cp/OvnsLId2rZtm3799VcNHTrUCIaS5OnpqcjISOXk5GjVqlU2HGHJ3X///VbBUJKCg4PVtWtXpaen69ChQ5KuzzJ9/PHHcnd317Rp0yz6T5s2Te7u7oqJiSmXcZeFN954Q4cPH9aiRYsKfLamo9V/+fJlzZs3T02bNtXcuXMLrLly5et/tzpa7cePH1deXp46depkEQyl6zMHkvS///1PUsWuvUePHrf0x+vt1Gh+/fzzzxvBUJL69OmjLl26KCEhQampqaVQxe251dobNGigsWPHWgRDSTKZTJo8ebIkaefOnRbLPv30U127dk1PP/20xfdPmzZtNGTIEP38889KTEwshSpuz63W/mdHjhzR7Nmz9dRTT6l169aF9rP32qXi1f/mm28qIyNDb775plUwlP54DzQr7/oJh3Zox44dkqTQ0FCrZb169ZJk/abhSKpUqSLpj4eQJycn6/Tp0+rYsWOBb6QdO3bU0aNHrc5Tqwj27dun+fPna/r06frLX/5SYB9Hqz8hIUHp6ekKCwtTbm6uvv76ay1YsEArVqyweoa5o9UeGBgoNzc37d692+qm+998840kqXv37pIcr/aC3E6NO3bskMlkKvAQmqO8P974HmjmaL8bcnNzNXHiRAUEBFj9cXAjR6o9Pz9f69evV+3atdW9e3ft27dPixYt0sKFC/Xtt98qLy/Pap3yrp/DynbIfDPugs6b8fHxkbu7u9UvUUeRmpqqb7/9Vr6+vmrZsqWkP74ehd2IPCAgQPHx8UpOTlajRo3KbawldeXKFeNw8pQpUwrt52j1m0+erlSpkkJCQvTLL78Yy1xdXTVp0iTNmjVLkuPVXrt2bb388st64YUXdO+991qcc7ht2zaNHTtW48ePl+R4tRekuDVmZWXpzJkzCgoKKnDG2bydgh5oUJF88sknkqyDQHJystzd3eXj42O1zs0e5mCv3nzzTe3fv19btmyxmAUuiCPVfuzYMf3+++9q166dpk6dqg8//NBieZs2bbRq1So1bNjQaCvv+pk5tEPmGYXCHtlXs2bNQh/1V5FdvXpVEyZM0JUrVzRz5kzjzd9c642H4cyKevyhvXrttdeUnJysxYsXF/iLzszR6jcfNl28eLE8PDyUkJCgEydOaNOmTWrWrJkWLVqk999/X5Lj1S5JkydP1ooVK5SVlaUVK1borbfeUnx8vDp06KChQ4cah5McsfYbFbfGot4bHeFr8uGHHyouLk7dunVT3759LZZlZGTc9PeCuU9FcODAAb3++ut68skndddddxXZ35FqP3v2rCQpKSlJX3zxhRYvXqyjR49q//79Gj16tJKSkjR69GiLdcq7fsIh7EJeXp4mTZqkXbt2afTo0Xr44YdtPaQytXfvXi1cuFDPPPOMcWWqszAfMnFzc9Onn36q9u3by93dXcHBwfrwww/l6uqqRYsW2XiUZWfevHkaP368IiMj9Z///EcnTpzQv/71L2VnZys8PFybNm2y9RBhI998842mTZumxo0ba/ny5bYeTpnJyckxDidPnz7d1sMpd+b3wNzcXM2YMUOPPPKIvLy81KRJE7311lvq0KGDvv/+e5ueQ0k4tENF/fV78eLFQv+CqIjy8vI0efJkff7553rwwQetbmFgrvXChQsFrl/UbIK9uXbtmiZOnKiWLVve9H5eZo5Wv3mcd911l+rXr2+xLCgoSE2bNtWvv/6q9PR0h6v922+/1Zw5czRu3Dg99dRTatiwodzd3dW5c2etXr1aVapU0QsvvCDJ8f7fC1LcGot6b6zIX5N///vfGj16tOrVq6cNGzbI19fXqo+Hh8dNfy+Y+9i7N998U4cOHdLixYuNO1IUxVFqlyzHOWDAAKvl5ovTfvrpJ4t1yrN+wqEdutn5A2lpacrMzCz0HJ2KxjxjuGrVKg0dOlRLly61uhTf/PUo7DxLc7st721WHJmZmUpOTtaBAwdUt25d48bXXl5exlXoffr0kZeXlzZu3Ohw9Tdv3lxS4YcSze3Z2dkOV3tcXJwkqWvXrlbLfHx81Lx5c6WkpCgzM9Phai9IcWs0mUzy9fXVsWPHCrxJdEX9mmzevFkjR46Ut7e3NmzYoKZNmxbYLzAwUJmZmUpLS7NadrNz1e1NUlKS8vLy1Lt3b4v3v4EDB0qSPvjgA3l5eWnEiBHGOo5SuyT5+/sbpxIV9D745/dAs/KunwtS7FBISIjefPNNJSQkaMiQIRbL4uPjjT4VnTkYrl69Wg888ICWLVtW4Ll3gYGBql+/vvbs2aOsrCyLqxqzsrK0Z88eNWnSpMKclF+1alWNHDmywGW7du1ScnKy+vfvrzp16sjPz8/h6jcHoyNHjlgtu3r1qlJSUmQymVSnTh35+Pg4VO05OTmS/jjv8kbnzp2Tq6urqlSp4nD/7wW5nRpDQkL05Zdfavfu3Vbvg+b3x+Dg4PIpoBRs3rxZo0aNUq1atbRhw4ab/uEfEhKivXv3KiEhQcOHD7dYVpF+N/Ts2VPe3t5W7Wlpafr3v/+tFi1aqGPHjha3cnOU2iWpWrVquvfee5WYmKjDhw8bN/w3+/nnnyXJ4rY45V0/M4d2qHv37mratKm++OILJSUlGe0XLlzQm2++KTc3twp/Tp75UPLq1asVERGh5cuXF3pRhouLi0aOHKnMzExFRUVZLIuKilJmZqbVybv2rHr16lq4cGGBH/fee68kKTIyUgsXLlSbNm0crn5/f3+FhoYqJSXF6h52CxYs0IULFxQWFqbKlSs7XO3m268sWbLE6lDqihUrdPLkSd17772qWrWqw9VekNup0fx69uzZRtiWrs/K7tixQ6GhoRXmAQFxcXEaNWqUvLy8tGHDhiJnfh555BFVrlxZ8+fPt/j+SUpK0pdffqk77rjDKmjYo3HjxhX4/md+8ldISIgWLlyocePGGes4Su1mY8aMkSTNnTtXV65cMdqPHDmilStXqmbNmurdu7fRXt718/g8O+Xoj8+bM2eO5s2bJ3d3dz322GMFBsOwsDDjL8esrCz169dPBw8eVGhoqNq2bav9+/cbj9iKjY1V9erVy7uMUjdx4kStWrWqwMfnOVL9v/76q/r27auzZ8+qX79+at68uZKSkrRt2zY1btxYW7ZsMW7Z4Ei15+bmauDAgdq1a5fq1q2r/v37y9PTU/v379e2bdtUvXp1bdy4UXfffbekilt7TEyMcTL9oUOHtH//fnXq1En+/v6SpM6dO2vUqFGSbq/GGx+fd+bMGa1bt04mk0lxcXFq1qxZ+Rb8J7da+5EjR9S1a1dduXJFQ4YMKXDMfn5+Vo9es+dHyBXn/70g27dv18CBAyvs4/OKU39+fr4effRRffXVV2revLlCQ0OVkZGhDRs26NKlS3rnnXf04IMPWmy/POsnHNqxH374QXPmzNHevXt19epVBQUFafLkyRbPHK6ozCHoZm58JuWFCxc0d+5cbdiwQWlpafLx8VFERISmT59uXMpf0RUWDiXHq//EiRN67bXXFB8fr/Pnz8vHx0f9+/fXs88+q7p161r0daTar1y5oiVLlmjdunX65ZdflJOTo3r16qlLly56+umndccdd1j0r4i1F/XzPXz4cC1dutR4Xdwa8/LytHz5cn300UfGaQg9evTQiy++aPwitpVbrd0chG4mJCREsbGxVu2fffaZli5dqsOHD6tKlSrq1KmTZsyYcUu3hClLxf1/v1FR4VCy39ql4td/7do1LVu2TJ988olSUlJUtWpVdejQQZGRkQU+QUwqv/oJhwAAADBwziEAAAAMhEMAAAAYCIcAAAAwEA4BAABgIBwCAADAQDgEAACAgXAIAAAAA+EQAAAABsIhADip1q1by8vLS9u3b7f1UADYEcIhABTitddek5eXl7y8vBQVFVVov2PHjmnOnDlasmRJoX3S09M1Z84czZkzpyyGCgClhnAIAAXIy8uzeE7qypUrlZ9f8NNGjx8/rnnz5t30ubEXLlzQvHnzNG/evFIfKwCUJsIhABRg69atSk1NVY0aNeTm5qZff/1VO3bssPWwAKDMEQ4BoACffPKJJCk8PFz33XefRRsAODLCIQDcID09XbGxsZKkESNGaPjw4ZKkDRs2KCMjw6JvWFiYBg4cKElKTU01zlE0f2zfvl0TJ05U27ZtjXVu7PPpp58ay/bv36/Zs2erX79+CgoKUt26deXv76+BAwdq1apVhR7aNtu2bZv+/ve/q1WrVvLx8VFAQIC6deummTNnKiUl5Za/Bj///LNatWolLy8vTZw4UdeuXbvldQFUbJVtPQAAsDeff/65srOz1bBhQ3Xr1k15eXmqW7euzp49q7Vr1+rRRx81+gYFBen333/XoUOHVLVqVbVr185iWx4eHmrWrJnatWunn376SZLUqVMniz716tUz/j1lyhTt27dPHh4e8vX1lY+Pj86cOaPt27dr+/btio+P13vvvWc15ry8PD3zzDNasWKFJKlmzZq68847lZWVpSNHjigpKUlVq1bVP/7xjyLr37Nnjx5++GH9/vvvioyM1EsvvXTLXzsAFR/hEABuYD58/NBDD8nV1VWurq4aNmyYlixZok8++cQiHEZFRWn79u0aOHCg6tWrp2+++cZqe23bttXQoUON2cOC+phNnjxZLVu2VFBQkEX7jz/+qHHjxumLL75Q//79NWTIEIvl8+bN04oVK1S1alXNmTNHI0eOVJUqVSRJ165d0zfffKNKlSoVWXtsbKzGjh2rK1eu6PXXX9f48eOLXAeAY+GwMgD8ycGDB7V//35JMg4nS9cPL0vS999/r8OHD5fZ/ocNG2YVDCWpffv2mj9/viRZXEUtSWfPntVbb70lSZo/f77+/ve/G8FQkipXrqzw8HD179//pvv+4IMPNGrUKOXl5emDDz4gGAJOiplDAPgT86xhhw4d1Lx5c6O9VatWat26tQ4cOKBPP/1Ur776apmN4fjx41q7dq3279+vc+fOKScnR5J05coVSVJSUpJF/3//+9/Kzs5WgwYNjBBbXLNnz1ZUVJQ8PT21cuVKhYSElKwIABUW4RAA/r+cnBx9/vnnkixnDc1GjBihf/zjH1qzZo1efvllVa5c+m+h77zzjl566SUjEBbk/PnzFq8PHTok6XqgdXUt/gGhl19+WT/++KMaNGigL774osCZSwDOg8PKAPD//etf/9K5c+fk5uZmdU6fdP2Qb5UqVfTbb79p8+bNpb7/vXv36rnnnlNOTo7GjRunhIQEHT16VOfOnVN6err27dsnSVZXDl+8eFGS5OnpeVv7/eWXXyRJPj4+atCgwe0XAMAhEA4B4P8zH1LOyclR06ZNrW4506xZM129etWib2kyn0s4aNAgRUVFqX379vLy8jIuJLlxxtCsZs2akq4/heV2LFy4UK1bt9ZPP/2kiIgIpaen39Z2ADgGwiEASDp16pQSEhIkSd7e3qpXr16BH97e3pKkuLg4/fbbb5IkFxeXIrd/K32OHTsmSQoODi5w+XfffVdge8uWLSVdv1gmLy+vyP3cqHbt2tqwYYPatWunffv2aeDAgTp37lyxtwPAMRAOAUDXZ+1yc3Pl7e2tw4cP68iRIwV+/Pzzz6pbt66uXbum1atXS5Jq1KghSbp8+XKh2zf3kaRLly4V2Kd69eqSpLS0NKtl2dnZWr58eYHr9e3bV9WrV9epU6eMMRWXl5eX1q9fr3vuuUcHDhzQwIEDdfbs2dvaFoCKjXAIAJJWrlwp6Y/zCgtTuXJlPfjgg5JkPNnE399fLi4u+t///qeDBw8WuJ63t7c8PDwkSd9++22BfcxXCL/33nv68ccfjfazZ89q9OjROnnyZIHr1alTR1OnTpUkRUZG6qOPPrI4L/HatWuKjY3Vv/71r0Lrkq6fs7h27Vp17txZhw4d0sCBAwsMqgAcG+EQgNPbuXOnkpOTJUl//etfi+xv7vPzzz9r7969qlWrlvr27StJCg0NVbdu3RQWFqawsDDjtjMuLi566KGHjPWDg4ONPlu2bJEkjR49WnfccYcyMjLUq1cvdejQQd26dVNQUJC+/fZbvf7664WOadq0aXr00UeVnZ2tKVOmKCAgQD179tS9996rRo0a6ZFHHjEuaLmZmjVr6osvvlDXrl11+PBhhYeH6/Tp00WuB8BxEA4BOD3zDOBdd92lVq1aFdn/zjvv1N133y3pjwtTli1bpnHjxqlBgwY6fPiwdu7cqZ07d1pcJPLqq6/qmWeeUbNmzZSSkmL0Mc/OmUwm/etf/9KYMWPk6+urY8eOKS0tTeHh4YqPj1f37t0LHZOrq6uio6O1fv16DRw4UDVq1NDBgwd17tw53XHHHXr66acLvD1PQUwmkz777DP17NlT//3vfxUWFqYTJ07c0roAKj6X9PT0mz/FHQAAAE6DmUMAAAAYCIcAAAAwEA4BAABgIBwCAADAQDgEAACAgXAIAAAAA+EQAAAABsIhAAAADIRDAAAAGAiHAAAAMBAOAQAAYCAcAgAAwEA4BAAAgIFwCAAAAMP/AyoiUph0IlbSAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins=range(0,200,40) #they act as containers\n",
    "plt.hist(df[\"ATTACK\"],bins,histtype=\"bar\",rwidth=1.2,color='blue') #hist() is used to plot a histogram\n",
    "plt.xlabel('Attack') #set the xlabel name\n",
    "plt.ylabel('Count') #set the ylabel name\n",
    "plt.plot()\n",
    "plt.axvline(df['ATTACK'].mean(),linestyle='dashed',color='red') #draw a vertical line showing the average \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fire=df[(df['TYPE 1']=='Fire') | ((df['TYPE 2'])==\"Fire\")] #fire contains all fire pokemons\n",
    "water=df[(df['TYPE 1']=='Water') | ((df['TYPE 2'])==\"Water\")] #all water pokemins\n",
    "plt.scatter(fire.ATTACK.head(50),fire.DEFENSE.head(50),color='Red',label='Fire',marker=\"*\",s=50) #scatter \n",
    "plt.scatter(water.ATTACK.head(50),water.DEFENSE.head(50),color='Blue',label=\"Water\",s=25)\n",
    "plt.xlabel(\"Attack\")\n",
    "plt.ylabel(\"DEFENCE\")\n",
    "plt.legend()\n",
    "plt.plot()\n",
    "fig=plt.gcf() #get the current figure using .gcf()\n",
    "fig.set_size_inches(12,6) #set the size for the figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>RayquazaMega Rayquaza</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Flying</td>\n",
       "      <td>780</td>\n",
       "      <td>105</td>\n",
       "      <td>180</td>\n",
       "      <td>100</td>\n",
       "      <td>180</td>\n",
       "      <td>100</td>\n",
       "      <td>115</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MewtwoMega Mewtwo Y</th>\n",
       "      <td>Psychic</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>780</td>\n",
       "      <td>106</td>\n",
       "      <td>150</td>\n",
       "      <td>70</td>\n",
       "      <td>194</td>\n",
       "      <td>120</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KyogrePrimal Kyogre</th>\n",
       "      <td>Water</td>\n",
       "      <td>Water</td>\n",
       "      <td>770</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>90</td>\n",
       "      <td>180</td>\n",
       "      <td>160</td>\n",
       "      <td>90</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GroudonPrimal Groudon</th>\n",
       "      <td>Ground</td>\n",
       "      <td>Fire</td>\n",
       "      <td>770</td>\n",
       "      <td>100</td>\n",
       "      <td>180</td>\n",
       "      <td>160</td>\n",
       "      <td>150</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arceus</th>\n",
       "      <td>Normal</td>\n",
       "      <td>Normal</td>\n",
       "      <td>720</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MetagrossMega Metagross</th>\n",
       "      <td>Steel</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>700</td>\n",
       "      <td>80</td>\n",
       "      <td>145</td>\n",
       "      <td>150</td>\n",
       "      <td>105</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TyranitarMega Tyranitar</th>\n",
       "      <td>Rock</td>\n",
       "      <td>Dark</td>\n",
       "      <td>700</td>\n",
       "      <td>100</td>\n",
       "      <td>164</td>\n",
       "      <td>150</td>\n",
       "      <td>95</td>\n",
       "      <td>120</td>\n",
       "      <td>71</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GiratinaOrigin Forme</th>\n",
       "      <td>Ghost</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>680</td>\n",
       "      <td>150</td>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>90</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ho-oh</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>680</td>\n",
       "      <td>106</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>110</td>\n",
       "      <td>154</td>\n",
       "      <td>90</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xerneas</th>\n",
       "      <td>Fairy</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>680</td>\n",
       "      <td>126</td>\n",
       "      <td>131</td>\n",
       "      <td>95</td>\n",
       "      <td>131</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yveltal</th>\n",
       "      <td>Dark</td>\n",
       "      <td>Flying</td>\n",
       "      <td>680</td>\n",
       "      <td>126</td>\n",
       "      <td>131</td>\n",
       "      <td>95</td>\n",
       "      <td>131</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SceptileMega Sceptile</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>630</td>\n",
       "      <td>70</td>\n",
       "      <td>110</td>\n",
       "      <td>75</td>\n",
       "      <td>145</td>\n",
       "      <td>85</td>\n",
       "      <td>145</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LucarioMega Lucario</th>\n",
       "      <td>Fighting</td>\n",
       "      <td>Steel</td>\n",
       "      <td>625</td>\n",
       "      <td>70</td>\n",
       "      <td>145</td>\n",
       "      <td>88</td>\n",
       "      <td>140</td>\n",
       "      <td>70</td>\n",
       "      <td>112</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AmpharosMega Ampharos</th>\n",
       "      <td>Electric</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>610</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>105</td>\n",
       "      <td>165</td>\n",
       "      <td>110</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ScizorMega Scizor</th>\n",
       "      <td>Bug</td>\n",
       "      <td>Steel</td>\n",
       "      <td>600</td>\n",
       "      <td>70</td>\n",
       "      <td>150</td>\n",
       "      <td>140</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GlalieMega Glalie</th>\n",
       "      <td>Ice</td>\n",
       "      <td>Ice</td>\n",
       "      <td>580</td>\n",
       "      <td>80</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TornadusTherian Forme</th>\n",
       "      <td>Flying</td>\n",
       "      <td>Flying</td>\n",
       "      <td>580</td>\n",
       "      <td>79</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>90</td>\n",
       "      <td>121</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crobat</th>\n",
       "      <td>Poison</td>\n",
       "      <td>Flying</td>\n",
       "      <td>535</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>80</td>\n",
       "      <td>70</td>\n",
       "      <td>80</td>\n",
       "      <td>130</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           TYPE 1   TYPE 2  TOTAL   HP  ATTACK  DEFENSE  \\\n",
       "NAME                                                                      \n",
       "RayquazaMega Rayquaza      Dragon   Flying    780  105     180      100   \n",
       "MewtwoMega Mewtwo Y       Psychic  Psychic    780  106     150       70   \n",
       "KyogrePrimal Kyogre         Water    Water    770  100     150       90   \n",
       "GroudonPrimal Groudon      Ground     Fire    770  100     180      160   \n",
       "Arceus                     Normal   Normal    720  120     120      120   \n",
       "MetagrossMega Metagross     Steel  Psychic    700   80     145      150   \n",
       "TyranitarMega Tyranitar      Rock     Dark    700  100     164      150   \n",
       "GiratinaOrigin Forme        Ghost   Dragon    680  150     120      100   \n",
       "Ho-oh                        Fire   Flying    680  106     130       90   \n",
       "Xerneas                     Fairy    Fairy    680  126     131       95   \n",
       "Yveltal                      Dark   Flying    680  126     131       95   \n",
       "SceptileMega Sceptile       Grass   Dragon    630   70     110       75   \n",
       "LucarioMega Lucario      Fighting    Steel    625   70     145       88   \n",
       "AmpharosMega Ampharos    Electric   Dragon    610   90      95      105   \n",
       "ScizorMega Scizor             Bug    Steel    600   70     150      140   \n",
       "GlalieMega Glalie             Ice      Ice    580   80     120       80   \n",
       "TornadusTherian Forme      Flying   Flying    580   79     100       80   \n",
       "Crobat                     Poison   Flying    535   85      90       80   \n",
       "\n",
       "                         SP. ATK  SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                                                     \n",
       "RayquazaMega Rayquaza        180      100    115           3       True  \n",
       "MewtwoMega Mewtwo Y          194      120    140           1       True  \n",
       "KyogrePrimal Kyogre          180      160     90           3       True  \n",
       "GroudonPrimal Groudon        150       90     90           3       True  \n",
       "Arceus                       120      120    120           4       True  \n",
       "MetagrossMega Metagross      105      110    110           3      False  \n",
       "TyranitarMega Tyranitar       95      120     71           2      False  \n",
       "GiratinaOrigin Forme         120      100     90           4       True  \n",
       "Ho-oh                        110      154     90           2       True  \n",
       "Xerneas                      131       98     99           6       True  \n",
       "Yveltal                      131       98     99           6       True  \n",
       "SceptileMega Sceptile        145       85    145           3      False  \n",
       "LucarioMega Lucario          140       70    112           4      False  \n",
       "AmpharosMega Ampharos        165      110     45           2      False  \n",
       "ScizorMega Scizor             65      100     75           2      False  \n",
       "GlalieMega Glalie            120       80    100           3      False  \n",
       "TornadusTherian Forme        110       90    121           5       True  \n",
       "Crobat                        70       80    130           2      False  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strong=df.sort_values(by='TOTAL', ascending=False) #sorting the rows in descending order\n",
    "strong.drop_duplicates(subset=['TYPE 1'],keep='first') #since the rows are now sorted in descending oredr\n",
    "#thus we take the first row for every new type of pokemon i.e the table will check TYPE 1 of every pokemon\n",
    "#The first pokemon of that type is the strongest for that type\n",
    "#so we just keep the first row\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sunkern</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Grass</td>\n",
       "      <td>180</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azurill</th>\n",
       "      <td>Normal</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>190</td>\n",
       "      <td>50</td>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kricketot</th>\n",
       "      <td>Bug</td>\n",
       "      <td>Bug</td>\n",
       "      <td>194</td>\n",
       "      <td>37</td>\n",
       "      <td>25</td>\n",
       "      <td>41</td>\n",
       "      <td>25</td>\n",
       "      <td>41</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ralts</th>\n",
       "      <td>Psychic</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>198</td>\n",
       "      <td>28</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>45</td>\n",
       "      <td>35</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Magikarp</th>\n",
       "      <td>Water</td>\n",
       "      <td>Water</td>\n",
       "      <td>200</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>55</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pichu</th>\n",
       "      <td>Electric</td>\n",
       "      <td>Electric</td>\n",
       "      <td>205</td>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>60</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tyrogue</th>\n",
       "      <td>Fighting</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>210</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cleffa</th>\n",
       "      <td>Fairy</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>218</td>\n",
       "      <td>50</td>\n",
       "      <td>25</td>\n",
       "      <td>28</td>\n",
       "      <td>45</td>\n",
       "      <td>55</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poochyena</th>\n",
       "      <td>Dark</td>\n",
       "      <td>Dark</td>\n",
       "      <td>220</td>\n",
       "      <td>35</td>\n",
       "      <td>55</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zubat</th>\n",
       "      <td>Poison</td>\n",
       "      <td>Flying</td>\n",
       "      <td>245</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Noibat</th>\n",
       "      <td>Flying</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>245</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Swinub</th>\n",
       "      <td>Ice</td>\n",
       "      <td>Ground</td>\n",
       "      <td>250</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slugma</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>250</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>70</td>\n",
       "      <td>40</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diglett</th>\n",
       "      <td>Ground</td>\n",
       "      <td>Ground</td>\n",
       "      <td>265</td>\n",
       "      <td>10</td>\n",
       "      <td>55</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>45</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Litwick</th>\n",
       "      <td>Ghost</td>\n",
       "      <td>Fire</td>\n",
       "      <td>275</td>\n",
       "      <td>50</td>\n",
       "      <td>30</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>55</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Roggenrola</th>\n",
       "      <td>Rock</td>\n",
       "      <td>Rock</td>\n",
       "      <td>280</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>85</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beldum</th>\n",
       "      <td>Steel</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>300</td>\n",
       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>80</td>\n",
       "      <td>35</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bagon</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>300</td>\n",
       "      <td>45</td>\n",
       "      <td>75</td>\n",
       "      <td>60</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              TYPE 1    TYPE 2  TOTAL  HP  ATTACK  DEFENSE  SP. ATK  SP. DEF  \\\n",
       "NAME                                                                           \n",
       "Sunkern        Grass     Grass    180  30      30       30       30       30   \n",
       "Azurill       Normal     Fairy    190  50      20       40       20       40   \n",
       "Kricketot        Bug       Bug    194  37      25       41       25       41   \n",
       "Ralts        Psychic     Fairy    198  28      25       25       45       35   \n",
       "Magikarp       Water     Water    200  20      10       55       15       20   \n",
       "Pichu       Electric  Electric    205  20      40       15       35       35   \n",
       "Tyrogue     Fighting  Fighting    210  35      35       35       35       35   \n",
       "Cleffa         Fairy     Fairy    218  50      25       28       45       55   \n",
       "Poochyena       Dark      Dark    220  35      55       35       30       30   \n",
       "Zubat         Poison    Flying    245  40      45       35       30       40   \n",
       "Noibat        Flying    Dragon    245  40      30       35       45       40   \n",
       "Swinub           Ice    Ground    250  50      50       40       30       30   \n",
       "Slugma          Fire      Fire    250  40      40       40       70       40   \n",
       "Diglett       Ground    Ground    265  10      55       25       35       45   \n",
       "Litwick        Ghost      Fire    275  50      30       55       65       55   \n",
       "Roggenrola      Rock      Rock    280  55      75       85       25       25   \n",
       "Beldum         Steel   Psychic    300  40      55       80       35       60   \n",
       "Bagon         Dragon    Dragon    300  45      75       60       40       30   \n",
       "\n",
       "            SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                      \n",
       "Sunkern        30           2      False  \n",
       "Azurill        20           3      False  \n",
       "Kricketot      25           4      False  \n",
       "Ralts          40           3      False  \n",
       "Magikarp       80           1      False  \n",
       "Pichu          60           2      False  \n",
       "Tyrogue        35           2      False  \n",
       "Cleffa         15           2      False  \n",
       "Poochyena      35           3      False  \n",
       "Zubat          55           1      False  \n",
       "Noibat         55           6      False  \n",
       "Swinub         50           2      False  \n",
       "Slugma         20           2      False  \n",
       "Diglett        95           1      False  \n",
       "Litwick        20           5      False  \n",
       "Roggenrola     15           5      False  \n",
       "Beldum         30           3      False  \n",
       "Bagon          50           3      False  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weak=df.sort_values(by='TOTAL', ascending=True) #sorting the rows in descending order\n",
    "weak.drop_duplicates(subset=['TYPE 1'],keep='first')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Tp08vtD82NtY4ePDgAvft1KlThY7r2bOnETC2bdvWGBISYjGeHTt2GJ2cnIyA8c033yzz32R0dLSxQYMGRsDo6Oho3Lp1a6FjLl++bGzVqpX597R79+5Cx8yePbvY+1KWj0aNGpl/vmW5Xd7PCzCePXu2yL97S7ctbfwlnSfv5+Xm5mYEjCNHjjTeunXL4nFffvml+Vxr1qwptD//30efPn2MN2/erLLr9evXzxgVFVXomB9//NF8zKefflpof/7H7OzZsyv0d1Cev4+TJ08aVSqVETBOnTq1yHOMGTPGCBjt7e0LPd7zP18AxqeeesriOV5//XXzMW+88Uah/bNmzTICRo1GY1y8eLHFc0RGRhp79+5tBIyNGzc2xsTEFLgveeefMWNGsT+TK1eulPnnaKuP/cWLF5uv16xZM/P2FStWmLf36NHDGBkZWei2S5cuNarVaiNgDAwMLLS/qP8Vhw4dMv+s3N3djZs2bbL4s7L24/Chhx4q9D8mNjbW2K1bNyNgdHV1NTo4OBgnTpxY6Dw3btww/zzbtWtXab//vGsAxoCAAIv/P9etW2c+xlKstfmjerzXU4Okp6dz+PBhnnjiCdavXw+Am5ub+e3qlJQUfvrpJwD+85//0KNHD4vn8fT0NI/wHjhwgEuXLhV5zSeeeIIBAwZY3JeYmGgegfP39+fLL78scqRPrVYXGoH4/vvvyc7Oxt/fn+nTpxf59tB7771HvXr1MBgM/PHHH0XG6uvry5dffmnxPBMnTjSPRu/bt6/Ic5RG3spdRbGzszO/Or927RpBQUEF9mdmZpprdtu1a8err75a6BwajYZvvvmm2EV5Dhw4wIEDBwDTCJCvr6/F4zp16sTzzz8PUK76xPXr15vfQn7llVcslp54eXnxzTffAGAwGPjll1/KfJ2qkPeOCpjeBlfKvHnzSEpKom7dusyaNQs7OzuLxz333HPmd0kWL15c5PnUajXff/99kX8v1r6eg4MDP/74I/b29oX2Pf744+aRwIo+1ipD06ZNueeeewD4/fffC7w9nictLc08ejl06NBiH+/e3t4F6uTze+edd2jRogUA8+fPJzs727zPaDSaHzPjxo1j6NChFs/h6OjIl19+CZjeVs9fd59/7kvv3r2LjBEK/u2Xli099vV6PWFhYXz11Vfm5zugwPPrzz//DJgeLz/++KPFlrIDBw5k1KhRgGlRn4MHD5Z47aNHjzJo0CAiIiLw9fVl/fr13HnnnYWOs/bj0MnJiW+//bbQ/12NRsMzzzwDmOq369ata3HE2MnJiSeffBIwjeQnJiYW2F8Zv//Zs2dbfDz16dPHPBesOj5vKEmS6QqaMWNGgYka9erV4/7772fTpk2AKZFeuHAhdevWBUx/gHm9PB9++OFiz92rVy/z14cPHy7yuNtrvfLbs2ePue5p/PjxZe5ckPfW5oMPPlhsnZVOpzM/iIuL9aGHHioymXBzc+OOO+4AKLb+uzwyMzO5du0a58+f59y5c5w7d67AP+jbk+kTJ06Yn7Qee+wxVCqVxfP6+Phw3333FXndvLduGzVqVKgs5XZ5v+/IyMgiJ6wWZceOHeavx4wZU+w18t6ay3+b6sTFxcX8dUpKimJx5P3uBgwYgJOTU7HH5v3uivvb79GjR7GrvVn7evfccw8+Pj4W96nVavNb49Z+rFlLXqIRHh5ucdLT6tWrzfWsxZV4AAwbNqzIulatVssTTzwBQGxsLKdPnzbvO3/+vHlSdEnP123atDGXy+T/veQvXyjqhUFFVOfH/rVr1wr8f6xTpw6BgYF8+OGH5tre5557jrFjxwKmPtR5k9n79OlT7PyRvNtAyfdnx44dPPzww8TFxdG0aVM2b95M+/btLR5r7cfhvffeW+SLpPwxDB06tMj/z/mPu32Su7V///7+/nTo0KHI/Z06dQKq7/OGUqRmupI0bNiQwYMH88orrxSo9ztx4oT567LUeeWfAHe7op4UAHOdNEDPnj1LfT0w/ROLiYkBTC8aihrZuV1xsbZu3brY2+a9GrZGEpWamsrcuXP5888/OX/+fKFJoPnFxcUV+D44ONj8dXH16mB6cimq3jHv9533T6W0bt26VWSdqCV58darV8/cbqooXbt2JTQ0lGvXrpGcnIyrq2upr1MV8k/4USo2vV5vfoH1xx9/FPtuS37lfZxWxvWq8rFWGYYMGUKdOnWIjY1l8eLFhSaa5Y0GNm7c2DyKXZQuXbqUev/Zs2fN3+d/vi7LRM38v5cmTZrQu3dv9u3bxw8//MA///zDgw8+aB7ly//isTxs8bHv4uJCz549GT9+fIF3Va9evUpaWhpAiRO7AwMD0el0ZGdnc+7cuSKPW7t2LQsWLCArK4v27dvz559/FvkOYWU8DvMGiCzJ/z+huOPyz6G5/fFq7d9/SXXQ1f15QymSTFfQ7SsgOjg44OXlVWTilJecllXeE4wlxSVp+dsHFfUEUpTKiLWkVSDzRr+LS3xLIywsjIceeqjYVnX5paenF/g+IV+LwDp16hR727x3HSypjJ+hJXnlEMXFkif/30F8fHy1S6bzv7Apz9ve1hAfH1+gA0Zp3f53lF9xk0or43pV9VirLHZ2djz55JN8//33rFu3joSEBPNz3ZUrV8zlU6NGjSrynaM8JU2YzL8//9+ftR6/8+bNY9y4cRw4cICQkBBCQkKYOXMmWq2WTp06MWzYMMaMGVOux2J1fuzfvgKiVqvF1dUVX19fi+905i/rKun+6HQ6vLy8iIqKKrYcLK9sxM7OjiVLlhT7f7CqH4f5/26LOy7/z+r2x6u1f/+lfd4wGAwlXq82kWS6giytgFic/A+ErVu3lthSJ09x/wxK0+2gPPLHOmXKFB599NFS3a6oGrOqNGHCBMLCwlCpVIwePZoRI0bQqlUr6tati52dHSqVCoPBYH5b1tpvvebJ+xm2atWq2Bnft8vfUaIsSkoqqjuDwWCe4e/m5lbmF4DWkv9v//HHH7dYM19WxT1OK+N6NcGYMWP4/vvvycjIYOXKleY628WLF2M0GlGr1UUuPZ9feR8X+X8vCxcuLHb0ML/bBzj8/PzYuHEje/bsYd26dezdu5fg4GBycnI4cuQIR44cYdasWSxZsqTA+gRlUR0f+xVZ3dJa9+ehhx5i7dq1ZGVlMW7cOP76668iX9ja8uOwOv7+axNJpqtY/lHOOnXqVKincGnkb3kVFRVVplKD/LFqNBqbWfI3NDTUPGr1xhtvmNv63a640Yz8P6eSFgcobvSqTp06XLhwgZSUlEr9+eWN4JZmFbH8E6KUGvktysGDB81vH3bv3r3SXiiWxMvLC5VKhdFoxGg0VvrfflVfz1a0atWKnj17cuDAARYtWsTzzz+PwWAw93u+9957S1UOVdzb8FDwcZP/OTP/c6Cbm1uFfy933XUXd911F2B692vPnj0sWbKETZs2ERUVxdNPP82JEyeKndR8u5ry2IeCMZV0f7Kzs83vIhR3X1544QV69OjBu+++y/Hjxxk+fDirVq2ymFDb4uOwJv3+bZlMQKxiAQEB5q/zEr7KlL/e9/Z+uiVp0qQJbm5uQNXEWpLSvvLOX+/8yCOPFHlc/nrI27Vp08b8dVErxZXmPHm/7xs3bpS65KQ82rZtC5gmL96+MMTt8voaN2rUqNqVeOQtKQ5lq1G1Np1OZ/6ZHjx4sNLeuVDqeiWpTqNceZOqTp06xZkzZ/jnn3/Mf+OW+sNbkr+XtyXHjx83f50/gco/Ecvaz4Eeuau6Ll261DyZLjIyslSdKfKrKY99MHVxyZv0d/To0WKPPX36tLnzSklJ76RJk8w9tI8dO8aIESPMjQDyq26Pw9KoSb9/WybJdBW75557zKUdP/30U6XXK951113m6/38889lqgfTaDTmxQf2799fYlJZ2fKP1hS3tGr+n2lxtce//vprkfs6depkfiGxfPnyIp9Ub926xfbt24s8z5AhQ8xfW1re3Vr69u1r/rq4Nk0HDx40L3KR/zbVwfLly81LtNerV8/cDkopeQuVhIeHl7h0sC1erzilfaxVhWHDhplHERctWmT++/b09Czw+CrOmjVrinwuyMnJMY90e3l5FUigO3ToYJ7UtWjRokqbdJV/AmVZl8muCY/9PFqtlj59+gCwd+/eYjtGLFiwwPx1ae7Pyy+/bG43e/To0SIT6ur0OCyNmvT7t2WSTFcxDw8P8zKcp06d4vXXXy82wU1MTCy0vGhZuLu7m1dMOnfuHK+//nqREwcMBgORkZEFtk2ZMgWtVovRaGTcuHHFPrkZjUY2btxY4oqA5ZW/fvb2Zbnzy186k9cr+nbz5s0rdsUxBwcHc7uss2fP8u233xY6xmAw8NprrxVavjW/e++91zwr/aeffiqxh/TVq1dZsWJFscdYMmTIEBo0aADArFmzLL7wSUhI4LXXXgNMI4/5+7wqKSMjgy+//JKJEycCphdx33//veK19xMmTDC/oHrttddKfDG5f/9+c1svW7hecby8vMw//+Iea1XB0dGRxx57DIBly5aZ23U+9thjFntoW3Lr1i2mTZtmcd9nn33GxYsXAVM7vvx/d2q1mjfeeAMwvbv03HPPFfsCPSMjg59++qnAc8Lp06cLdFWyJP8L8rLOl7Dlx74lL7zwAmAaFJk0aRKZmZmFjtmyZYs5cQwMDLTYL9qSV155xZxQHzlyhJEjRxZaLrw6PQ5Lo6b9/m2V1EwrYNq0aezbt4/Dhw+zYMECDh06xJgxY+jYsSMuLi4kJSURGhrK3r172bRpEw4ODrz44ovlvt4777zDjh07OHPmDAsXLuTYsWM8++yzBAQEYG9vT1RUFEeOHOHPP//k0UcfLfBPp23btnzyySf85z//4cqVK/Tp04ennnqK++67D19fX7Kysrhx4wZHjhxh7dq1hIeHs3Tp0mLbgJVXo0aNaNCgAREREXz33XfUr1+fli1bmutqvb29cXV1JTAwEH9/f86dO8dvv/1GQkKCeZGKiIgIli9fzpo1a7jzzjuLfUt12rRprFmzhqioKKZPn86ZM2d44oknqFu3LleuXGHOnDkcOnSILl26mN8+s/T2+M8//0y/fv2IjY1l0qRJ/Pnnn4wcOZJWrVqh1WqJi4vjzJkzbN26lX379jF06NBST/bMo9Pp+Pbbb3n00UdJTU1lyJAhTJw4kX79+hVYUjavf/Urr7xSbC9Ra8rJySnQuionJ4fExEQiIiI4cuQIa9asMdedOzg48OWXX9KvX78qia04devW5ccff+Tpp58mNjaW+++/n8cee4wHHniARo0aodfruXnzJidOnGD9+vUEBwfz+eefm0fWqvv1iqPVauncuTMHDx5k8eLFdOjQgYCAAHMfXE9PzyqtuXz66af5+eefC3TZKam3dH6dO3dmwYIFhIWF8dxzz9GoUSOioqJYvHix+d2Qxo0bmxPn/MaOHcvOnTtZs2YNmzdvpnv37owbN45u3brh4eFBamoqly5d4sCBA6xbt47ExETzgiJg6mE/adIkOnbsyMCBAwkMDMTPzw+DwcD169dZsWKFeQS0Y8eOJbbxu111fuyXx4ABAxg5ciQrV65k37599O3bl5dffhl/f3+SkpLYsGEDv/zyCwaDATs7O2bNmlWm87/yyisYjUbef/99Dh8+bL5WXtlDdXoclkZN+/3bKkmmFWBnZ8eqVauYPHkyq1at4vz587zzzjtFHl9SW6eSODo68vfffzN27Fh27drF2bNnLf7TKMr48eNxdnbmP//5DykpKcyZM4c5c+ZYPFatVpfY6L4iXn/9dd544w3CwsIK/MMC06pNo0ePRqVSMWfOHB566CESEhL466+/zCul5fH392f+/PkFaqNv5+npycqVK3nkkUeIiYlh5cqVrFy5ssAxo0aNomfPnuZk2tLEoaZNm7J161bGjBnDmTNn2L59e7GlIeWtZevfvz8//fQTr7zyCqmpqcycOZOZM2cWOu6FF15g+vTp5bpGeURGRhZYgMgSlUrFfffdx0cffWSuAawOhgwZwvLly3nxxRfN/Y6Leyu1onWIVX294kyZMoUnnniCuLi4QiNZb7/9dpEjvZWhQ4cOdOrUyTw/oWPHjmV6wf7ee+8xe/Zs/vnnH3bu3Flof8OGDfnrr78s9nxWqVTMmzcPPz8/fv75Z65fv24e3bTE2dnZ4sTZkydPFjvK6e/vz6JFi8pVr15dH/vlNXv2bPR6PX/99Rfnzp3jpZdeKnRM3oJoZVmvIc/kyZMxGo3873//49ChQzz66KOsXLnS/PuvTo/D0qhpv39bJMm0QlxcXPj111+ZOHEiv//+O/v37ycyMpLU1FRcXFxo3LgxHTt2pH///ua65Yrw9PRkzZo1bNq0iRUrVnD48GGio6MxGo14e3sTEBDAwIEDGT58uMXbjx49moEDB/Lbb7+xfft2QkNDSUhIwM7ODh8fH9q0acPdd9/NQw89VGLj+Ip47rnn8Pb2Zv78+QQFBRXZF7RDhw7s2bOHr7/+mq1bt3Lz5k1cXFxo3rw5w4YN44UXXijVjPmAgAAOHTrE119/zcaNG7l+/TouLi74+/vzzDPPMHLkyAK10HlvD96uefPm7N69m7Vr17JmzRqOHTtGdHQ0OTk5eHh40KJFC7p168agQYNKTDyL8+ijj9KzZ0/mzJnD9u3buXbtGllZWfj4+NCrVy+effbZIpewryqOjo64ubnh5eWFv78/nTp1YujQocWuDqik/v37c+rUKRYtWsSWLVsIDg4mLi4OtVpN3bp1ad26Nb179+bBBx+kZcuWNne9ojzwwAOsWbOGOXPmcOLECWJiYgostV3VHn/8cXMyXZZRaTCN3q1YsYIFCxawdOlSQkNDSU9Pp0mTJjz44INMnjy5yMcumEbqZ8yYwbhx41iwYAF79+41L3zh7OxMgwYNCAgI4L777mPIkCEFevWOHDkSX19fduzYwfHjx4mMjCQ6Oprs7Gy8vLwICAjgwQcf5MknnyzzCrX52cJjv7Ts7e357bffGD16NIsXL+bIkSNER0fj4OBA06ZNuf/++5k4cWKJawAU59VXX8VoNDJ9+nQOHjzIo48+yooVK8wJdXV5HJZWTfr92yJVQkJC9Z+uKkQ19sorr7Bo0SLq169f7EpcQojymzx5MgsXLsTR0ZHz588XuwgOwJ49e8wdYf7++29zSzohhLA2mYAoRAWkp6ebJzKWd7EFIUTxUlJSzKVaDz74YImJtBBCVCVJpoUoxpUrV4psi6fX63n99dfNrazyun8IIazr119/NXddeO655xSORgghCpKaaSGK8dVXX3Hw4EFGjBhB165d8fHxISMjgzNnzrBgwQJzy6u77rqLQYMGKRytEDVDTk4O4eHhZGZmsn//fj777DMAevfuLXWfQohqR5JpIUpw4cIF8z9zS7p168b8+fOr1apxQtiyiIgIOnfuXGCbk5MTX3zxhUIRCSFE0SSZFqIYr776Ks2aNWPHjh2Eh4cTGxtrnoUfGBjI8OHDGTlyJGq1VEwJURnq1q1Lly5dePfdd0tcNloIIZQg3TyEEEIIIYQoJxlOE0IIIYQQopwkmRZCCCGEEKKcJJkWQgghhBCinCSZFkIIIYQQopwkmRZCCCGEEKKcJJkWQgghhBCinCSZFkIIIYQQopwkmRZCCCGEEKKcJJkWQgghhBCinCSZFkIIIYQQopwkmRZCCCGEEKKcJJkWQgghhBCinCSZFkIIIYQQopy0SgcghBCiLPSAIffzv1+rVAbAQHo8GHJApVYX+FBrNGgcHFCpVEoGL4QQNY4k08LmHTlyhAEDBtCvXz/+/PPPQvunTp3KnDlzaNmyJUeOHCm0/4cffuCdd97hzTff5L333iv1dZcsWcKkSZOYPXs2o0ePrtB9ELWFEUhCpUpCpUrM/Sj6a7h9exIqVVaxV1gxpD3X956xvFOlQufkhM7ZGTsXF3TOzuhcXP792tkZO2dndK6u5mOcvL1x8vHB2c8PZ19f7FxcrP5TEUIIWybJtLB5nTp1wsXFhUOHDpGTk4NWW/DPes+ePahUKi5cuEBUVBS+vr6F9gPcfffdVRazqKmyUakiUKvDUKuvoVaHF/isUt1ApcpRLjyjkezUVLJTU0m7datcp9A5O+Ps64uzry9OuZ+d/fzMCbeLnx/uTZuic3a2cvBCCFE9STItbJ5Wq6Vnz55s3bqV48eP0717d/O+uLg4zp07x9ChQ/n777/Zs2cPI0eONO83GAwcOHAAe3v7ArcTwrKM3OT4GipV+G0J8zVUqsjccouaKzs1lYTLl0m4fLnY45zr1cOjeXM8W7TA4447zF+7N2uG1sGhiqIVQojKJ8m0qBHuuusutm7dyt69ewskxXv37sVoNPLiiy+yd+/eQsl0UFAQCQkJ9OnTB7Vazdy5c9m8eTMhISFER0fj5ubGnXfeyVtvvUVgYKD5dhMnTuSPP/4AYNKkSUyaNMm8LyEhwfx1cnIy3333HWvXruXq1avY2dnRtWtX3nrrLXr27FngPgwZMoR9+/Zx8+ZNZs6cycqVK7l+/TpvvPEG06ZNs/aPTJRApQpHowlCozmDRnMGtToItToMlcqodGg2ITUyktTISCL27SuwXaVW41K/Ph4tWuDRogWezZvj2bo1Ph064Hzbu0ZCCGELJJkWNcJdd90FmEo2Xn/9dfP2PXv24OjoSLdu3ejZs6e5pCP//rzbx8fHM23aNHr27MmAAQPw8PDg6tWrbNy4kW3btrFhwwY6d+4MmBLfxMRENmzYwODBgwkICCgUU3x8PIMHDyY4OJg777yTcePGkZyczIYNG3jwwQeZP38+Q4cOLXS7MWPGcObMGfr164e7uztNmjSx2s9JWJKJWh1cIHHWaM6gUiUqHViNZDQYSL5+neTr17m2a1eBfU6+vvgEBuLToQM+HTrgHRiIu/z9CyGqOUmmRY3QoUMH3NzcOHz4MNnZ2eh0OgD27dtH165dsbe3p3fv3mzYsIGIiAgaNGgAmEauwZRMe3h4cObMGerXr1/g3MHBwQwYMIAPP/yQ1atXAzB06FBzMj1kyBCLExD/85//EBwczKxZsxgzZox5e3R0NH379uW1116jf//+ONz2lndkZCT79u3D09PTaj8fYaJSxaDRBKFW5x9xDlW2jlmYpUVFcXXLFq5u2WLe5uDpiXdAAD6BgXh36IBPYCCed9yBSi2dXYUQ1YMk06JG0Gg09OrVi02bNnHs2DHuvPNOYmJiCA4OZurUqQD07t0bMI1GP/HEE+Z6aUdHR7p27YqdnV2hRBqgbdu29OnTh+3btxdI1IsTGxvLqlWruPvuuwsk0gDe3t688sorvP322+zcuZOBAwcW2D9t2jRJpK1EpbqGVrvX/KFWhykdkiijjPh4ru3ezbXdu83bdC4u+HXuTINevWjQuzf1unWTOmwhhGIkmRY1Rp8+fdi0aRN79uzhzjvvNNdL9+nTB/h39DovmT59+jSJiYnce++92NnZAXD69GlmzZrFwYMHiYqKIjs7u8A1YmNj8fPzKzGW48ePo9frycrK4tNPPy20/3Lu5K0LFy4USqa7dOlSrvsvTHXOWu0etNp9uclzuNIhVbnYqCilQ6h02SkpBRJsjZ0dvl26mJLrXr2o36OHtPATQlQZSaZFjZFXN713717eeust9u7di4ODA127dgVArVYXqJu+vSXeoUOHeOihhwDo27cvDz/8MM7OzqhUKtavX8+ZM2fIzMwsVSzx8fEAHDx4kIMHDxZ5XGpqaqFtPj4+pbqGAJXqqjlxNiXP15QOSXm1cFEWfVYWNw4c4MaBAxz58kvUWi3eHTrQoFcvGvbuTf2ePXHw8FA6TCFEDSXJtKgxAgIC8PDw4PDhw2RlZbFnzx5zvXSePn36sHnzZsLCwgrUSwN8+eWXZGZmsnHjxkKdNo4ePcqZM0UshGGBq6srAC+//DIfffRRme6HrFBXNFPynDfyvE+SZ2GRISeHqOPHiTp+nOPff49KrcY7IICmAwbQbOBA/Dp3lpprIYTVSDItagy1Wk3v3r1Zv349GzduJCQkhEceeaTAMXl107t27eLAgQO4uLjQqVMnAK5cuYKnp2ehRDotLY1Tp04Vup5GowFAr9cX2te5c2dUKpXFFRdFWRjRaI6h1a5Dp1uPRnNB6YCEDTIaDNw6dYpbp05xeOZMnLy9adK/P80eeIAmffti7+6udIhCCBsmL81FjZI3yjxjxgwAc710nsDAQFxdXZkzZw5JSUn07NnTvGJio0aNSEhIIDg42Hy8Xq/nv//9LzExMYWulTdJMCIiotA+X19fHnnkEQ4dOsSsWbMwGgv3Jj569ChpaWnlvKc1WTZa7Q4cHN7A1bUdLi79cXD4RhJpYTVp0dEE//EHG8aOZe4dd7DywQc59t13xF2QvzEhRNnJyLSoUfKS6XPnzuHg4EC3bt0K7NdoNPTo0YNt27YVOB5g/PjxbN++nYEDB/LII49gb2/P3r17iYyMpE+fPuaykDzdu3fH0dGRH3/8kYSEBOrWrQvAW2+9BZjKRi5cuMD777/P0qVL6d69O+7u7kRERHDixAkuXbpESEgITk5OlfbzsB2paLXb0OnWo9Ntlh7PosoYsrO5vmcP1/fsYc9//4tH8+Y0vf9+mg8cSMO77kKd+w6UEEIURUamRY3i7+9PnTp1AArVS+fJK/WAgsn0wIEDWbBgAU2bNmX58uWsXLmSVq1asX37dho1alToPJ6enixYsIA77riDhQsX8vHHH/Pxxx8X2L9lyxY+/PBD7OzsWLFiBT/99BNHjhyhTZs2zJkzxxxrbaRSxaLTLcLJ6Qnc3Frg7PwMdnbLJZEWikq4fJmTc+awatgwfm7dmu1vvknEgQMW310SQggAVUJCgjxDCCGqhEoVjk63Dp1uHRrNIVSqwvXmomI+b+1DeugtpcOocVwbNqTVI4/QesQIfDp2VDocIUQ1Ism0EKKSpaHTrcXObjEazT5UKnnKqUySTFc+z5YtaTV8OK1HjsSrZUulwxFCKEySaSFEpdBojqLTLcbObhUqVZLS4dQakkxXLe+AAFqPHEmr4cNxs1AOJoSo+SSZFkJYjUoVjU63FDu739Fogku+gbA6SaYVolLR+N57CRg7lhZDhqDWyvx+IWoLSaaFEBWkR6vdgp3dYrTaLahU2SXfRFQaSaaV5+TrS7vRo2k/ZgzuTZsqHY4QopJJMi2EKBe1+gJ2dovR6ZahVt9UOhyRS5LpakSlosl99xHwzDM0HzxYRquFqKEkmRZClEEaOt2fuaPQh5QORlggyXT15OznR7unnqL9mDG4NW6sdDhCCCuSZFoIUSKVKho7u5+ws5uHWh2ndDiiGJJMV28qtZrG991Hh3HjaD5oECq1LPcghK2TZFoIUSS1+gL29t+j0y1DpcpQOhxRCpJM2w6PFi3oPGkS/qNGoXVwUDocIUQ5STIthChEozmAvf0stNpN0hfaxkgybXsc69Yl8IUXCHzhBRy9vJQORwhRRpJMCyFyGdBq/8be/nu02iNKByPKSZJp26V1cqLd6NF0njRJuoAIYUMkmRai1kvDzm4JdnY/oNFcUToYUUGSTNs+lUbDHQ8+SJfJk/Hr3FnpcIQQJZBkWohaSiYV1kySTNcsDXr3puvkyTS9/35UKpXS4QghLJCml0LUMirVVeztv8XO7g+ZVChENRexbx8R+/ZRt317ek6bRoshQ5QOSQhxG+nJI0QtoVLdwMHhdVxdu2Fv/5sk0kLYkJgzZ/h79Gj+uO8+rv7zj9LhCCHykWRaiBpOpYrBweEdXF07Y2//qyz3LYQNizp+nNUjRrBi0CCu79undDhCCCSZFqIGS8De/v9wde2Ivf0PMhItRA0SceAAK4cMYdWwYUQePap0OELUapJMC1HjpGFv/xVuboE4OHyJSpWidEBCiEoSvnMny/r3Z83jj3Pr9GmlwxGiVpJkWogaQ49OtxBX1y44OHyISpWodEBCiCpyZfNmfr/nHtY/8wxxISFKhyNErSLJtBA1gFa7EReX3jg5TUatjlQ6HCGEEoxGLqxZw6Jevdjx1ltkxMcrHZEQtYIk00LYMI3mKM7Og3B2fhKN5rzS4QghqgGjXs+pn39mfufOnJw7F0NOjtIhCVGjSTIthA1SqSJwdByLi0t/tNoDSocjhKiGMuLj2fn22yzu04ew7duVDkeIGkuSaSFsSg52dt/h6toDO7vVSgcjhLABcefP89fw4ax94gniL11SOhwhahxJpoWwERrNQVxc7sbR8b/SoUMIUWaXN21icc+e7Pnvf8lMSlI6HCFqDEmmhajmVKpYHB0n4ew8CI3mnNLhCCFsmD4ri2PffceCrl05s3AhRoNB6ZCEsHmSTAtRbRnR6Rbg4tIVO7slqFRGpQMSQtQQabdusW3yZP647z6iTp5UOhwhbJok00JUQ2p1EM7OD+Dk9CpqtbS3EkJUjlsnT7K0Xz/2vP8+OenpSocjhE2SZFqIaiUZB4dpuLjci1Z7WOlghBC1gFGv59isWSzq1Ytru3YpHY4QNkeSaSGqCa12Na6uPbC3/xGVSq90OEKIWibxyhX+fPhhtr78MhkJCUqHI4TNkGRaCIWp1ZdxchqBs/NY1OobSocjhKjlzi5ezMIePbiwZo3SoQhhEySZFkIxRuzsfsLFpTc63T9KByOEEGZpUVGsf+YZ/h49mpTISKXDEaJak2RaCAWoVDdxchqJo+N/UKlk0o8Qonq6tH49C3v04PRvv2E0SkchISyRZFqIKqbVrsHFpZeMRgshbEJWUhLbp0zhzwcfJPn6daXDEaLakWRaiCqThKPjRJydn0GtjlM6GCGEKJPre/eyuHdvQv/6S+lQbMaePXvw8PDg008/VToUUYkkmRaiCmg0B3B17YOd3R9KhyKEEOWWmZjIhnHj2DxxIlkpKUqHUyl2797NuHHjaNeuHT4+PjRt2pSBAwcye/ZsMjIyCh0fEBBAQECAApGK6kKSaSEqVTb29h/g7DwEtTpc6WCEEMIqgv/4gyV33UXk0aNKh2I1OTk5vPbaazz00ENs2bKFrl27MmnSJEaMGEFUVBTvvvsuffr04fLly0qHKqoZrdIBCFFTqdXncXIaj0ZzWulQhBDC6hKvXGHFwIH0+M9/6PbGG6g1GqVDqpAPPviA+fPn07lzZxYvXkz9+vXN+/R6PTNmzODzzz9nxIgR7Nq1Czc3NwWjFdWJjEwLYXVG7Ozm4OJyryTSQogazZCTw4FPPmHl0KEkhdvuu28XL15k9uzZeHp6snTp0gKJNIBGo+Gdd97h0Ucf5cqVK3z33XeEhYXh4eHBtWvXuHbtGh4eHuYPSzXSJ06cYNiwYTRs2JDGjRszevRowsLCLMZz9epVXnnlFdq3b4+Pjw+tW7dm4sSJhFv4GXt4eDBkyBBu3LjBiy++SKtWrfD09GTPnj3W+eGIEkkyLYQVqVSRODmNwNFxKipV4do6IYSoiW4cOMDiPn04v2KF0qGUyx9//IHBYGDs2LH4+PgUedxbb70FwJIlS3B3d+ftt9/Gzc0NNzc33n77bfNHnz59CtzuxIkTDB48GDs7O8aOHUvHjh1Zv349w4YNK1SHffToUe6++27++OMPAgMDmTBhAj179mTFihX069ePq1evFoorPj6e+++/n7NnzzJ8+HDGjh2Lq6trxX8wolRUCQkJ0jhSCCvQajfi6PgSanW80qGIWuzz1j6kh95SOgxRi7V57DHu+/JL7GwomRs6dCh79+5l9erV3HvvvcUe27ZtWyIjIzlz5gwNGzY0Tz4MCgoqdOyePXt48MEHAfj1118ZPny4ed+LL77IsmXLmDdvHiNGjAAgOzubLl26EB8fz7p16wgMDDQff+DAAYYOHUr//v1ZtmyZebuHhwcAo0ePZtasWWhsvNzGFsnItBAVZsTe/hOcnEZJIi2EqPXOL1/OH/36ERcaqnQopXbrlukFaIMGDUo8Nu+YqKioUp+/V69eBRJpgKeeegqA48ePm7dt2rSJ8PBwXnnllQKJNEDPnj0ZPHgwW7duJSkpqcA+Ozs7PvzwQ0mkFSITEIWokEScnMaj021WOhAhhKg24kNDWdqvH/fPns0dDz2kdDiK69ixY6FteUl5YmKiedvR3O4oFy9etFh3fevWLQwGA5cuXaJTp07m7U2aNKFOnTpWjlqUliTTQpSTqVvHaDSaS0qHIoQQ1U5WcjLrxoyhy6uv0vv996t1tw8fHx9CQ0OJiIigZcuWxR4bEREBgK+vb6nPb6l+OW8UWa/Xm7fFx5ve3Vy+fHmx50tNTS3wvbe3d6ljEdYnZR5ClINpSfD+kkgLIUQJjn37LX8NH056bKzSoRSpR48eAOzatavY40JDQ4mMjKR+/fo0bNjQ6nHkJd1Lly4lISGhyI/bJziqVCqrxyJKT5JpIcrEgL39dJydn0GlqpmrfwkhhLVd27WL3++5h6gTJ5QOxaInnngCtVrNggULiImJKfK4mTNnAqbJfnk0Gg0Gg8EqcXTt2hWAI0eOWOV8ompIMi1EKalU8Tg5jcTB4RulQxFCCJuTfP06ywcO5MzChUqHUkjLli2ZMGECcXFxPPHEE9y8ebPAfoPBwOeff87y5ctp1qwZr7zyinmfp6cnsbGxFpcaL6vBgwfTsGFDZs+ezb59+wrtz87O5sCBAxW+jrAuqZkWohTU6iCcnJ5Co7HcYF8IIUTJ9JmZbJs8mZtHj3LvF1+gtbdXOiSzDz/8kKSkJBYvXkyXLl24//77adasGcnJyWzfvp1Lly7RokULVqxYUWD1w7vvvpsTJ04wcuRIevbsiZ2dHb169aJ3795ljsHe3p6FCxcycuRIhgwZwt13342/vz8qlYpr165x4MABvLy8ZOS6mpFkWogS6HQrcHCYjFqdrnQoQghRI5xZuJDoM2cYumgRrqVoR1cVtFot33//PSNHjmT+/PkcPHiQdevW4eTkROvWrRk3bhzPPfccjo6OBW731ltvkZCQwObNmzlw4AB6vZ633367XMk0QOfOndm7dy+zZs1i69atHDp0CHt7e+rVq8eQIUPMPalF9SGLtghRpBwcHP6Lvf2PSgciRKnJoi3ClrjUr8/Dy5bhnbvwiRC2SGqmhbBApYrDyWmYJNJCCFGJUm7cYMXgwVzdtk3pUIQoN0mmhbiNShWOk9MD6HR7lQ5FCCFqvKzkZNY+8QSnf/tN6VCEKBdJpoXIR60+g7PzALTaC0qHIoQQtYYhJ4ftU6aw5/33MRql+lTYFkmmhcil0ezByWkgGk2U0qEIIUStdGzWLDY8+yw5VmgzJ0RVkWRaCECr/Qsnp+FoNLIQixBCKOnCX3+xatgw0uPilA5FiFKRZFrUemr1bJycnkWtzlY6FCGEEMCNgwdZ1r8/CZcvKx2KECWSZFrUairV27i6votKJTV6QghRnSRcvsyyAQO4cfCg0qEIUSxJpkUtlYPB8CRubnOVDkQIIUQR0mNj+XPYMC6tX690KEIUSZJpUQulYjA8gKfnRqUDEUIIUQJ9Rgbrn3mG4GXLlA5FCIskmRa1TAxwF56ex5QORAghRCkZcnLYPGECp+bNUzoUIQqRZFrUIpfRaHri7i4TWoQQwuYYjex44w0Of/WV0pEIUYAk06JWMBiOY2d3Dy4u0UqHIoQQogL2f/ghe6dPVzoMIcwkmRY1Xnb2URwdh+DomKx0KEIIIazg6DffsPPtt5UOQwhAkmlRw2VkHMbJ6SEcHNKVDkUIIYQVnZw7l3+mTJHlx4XiJJkWNVZy8l5cXR/GySlN6VCEEEJUgqDffmPrpEkYDQalQxG1mCTTokaKidmGh8djODnJiLQQQtRk537/nU0vvohBr1c6FFFLSTItapzr1//G13cMLi4yIi2EELVByIoVbBo/XkaohSIkmRY1yoULf9C48QRJpIUQopYJ/fNPtr36qtRQiyonybSoEYxGI6dO/UyrVm/h6pqqdDhCCCEUcHbRInZNm6Z0GKKWkWRa2Dyj0cjx43MIDPwQN7cUpcMRQgihoJNz5rD/o4+UDkPUIpJMC5tmNBo5ceJnOnf+FHd36SMthBACDs+cyZFvvlE6DFFLSDItbJYpkZ5Hp04f4eGRpHQ4QgghqpF906dz6ueflQ5D1AKSTAubZDQaOXlyAR07/p8k0kIIISza8Z//cHbJEqXDEDWcJNPC5pgS6aUEBEzH0zNR6XCEEEJUV0Yj2yZP5sKaNUpHImowSaaFTTGVdqylZcsPqFMnQelwhBBCVHNGvZ6Nzz/PlS1blA5F1FCSTAubcuLERurV+5AGDW4qHYoQQggbYcjOZt2YMVzfu1fpUEQNJMm0sBknTmzCxWUGbdpcUjoUIYQQNkafkcHfo0cTFxqqdCiihpFkWtiEU6e2otd/T7dup5QORQghhI3KTExk9aOPkhYdrXQoogaRZFpUe0FB/xAX9wt9++5XOhQhhBA2LiksjLVPPklOerrSoYgaQpJpUa2dObOTsLBFDBmyHbXaoHQ4QgghaoCbR4+y6cUXMRqNSociagBJpkW1FRy8h5CQpQwbtg2dLlvpcIQQQtQgF9euZe/77ysdhqgBJJkW1VJ4+BlOnFjBsGHbcHZOUTocIYQQNdCx777j9K+/Kh2GsHGSTItqJybmGrt2/cbDD+/EyytG6XCEEELUYDveeosrW7cqHYawYZJMi2olJSWezZt/5P77D1K/frjS4QghhKjhjHo9G599luigIKVDETZKkmlRbWRmprFx4/d0736cVq3OKh2OEEKIWiIrOZk1jz9Oyo0bSocibJAk06Ja0Otz2LLlJ5o1O0XXrgeVDkcIIUQtk3LjBmueeEJa5okyk2RaKM5oNLJr1yJ0ujPcc89OpcMRQghRS0WfPs0/U6YoHYawMZJMC8UdObKWW7dOMnjwVrTaHKXDEUIIUYsFL13KqV9+UToMYUMkmRaKCg7eR3DwbgYN2oera6LS4QghhBDsfucdIo8cUToMYSMkmRaKuX79PIcO/UWvXhdo3Pii0uEIIYQQAOizslj/zDOkRUcrHYqwAZJMC0XExd1g+/Zfadkymc6d9ygdjhBCCFFAyo0bbBg3DoNer3QoopqTZFpUudTUBDZt+oE6deDee9ehVhuVDkkIIYQo5Prevez93/+UDkNUc5JMiyqVlZXBxo2z0WhU3HffBpycUpUOSQghhCjS8e+/J3T1aqXDENWYJNOiyhiNRnbs+I3MzDR69TqIn991pUMSQgghSrT15ZeJCwlROgxRTUkyLarMqVNbiIq6Sps2EbRvL7OkhRBC2IbslBT+fuopspKTlQ5FVEOSTIsqERl5kZMnt1Kvnp4+fTYoHY4QQghRJvEXLrD15ZeVDkNUQ5JMi0qXlpbI9u2/4u7uzH33rcHOLkvpkIQQQogyu7BmDWcWLlQ6DFHNSDItKpXBoGfbtnloNFp69/4HLy/p2SmEEMJ27Zo2jYTLl5UOQ1QjkkyLSnXo0GqSkm7Rrl0oLVueUTocIYQQokKyU1PZ+MILGHJylA5FVBOSTItKc/XqKUJDD+Dnp6dHj3+UDkcIIYSwiqhjxzj42WdKhyGqCUmmRaVITo5l9+4luLp6cPfd69DpspUOSQghhLCaI19/TcSBA0qHIaoBSaaF1eXkZLF58xzs7Z0IDDyIt3ek0iEJIYQQVmXU69n84otkJiUpHYpQmCTTwqqMRiN79vxOZmYqfn5xdOy4X+mQhBBCiEqRFB7OjjffVDoMoTBJpoVVnT+/n/DwM7i4OHD33etQqw1KhySEEEJUmvPLl3N+5UqlwxAKkmRaWE1sbASHD/+Fi4sXXbvuwsMjTumQhBBCiEq3/fXXSQoPVzoMoRBJpoVVZGamsXXrTzg5uZOY6EjTpmeVDkkIIYSoEllJSWx+8UWMBnk3tjaSZFpUmNFoZPfuxRgMerKznfj441fx9w9lx45+SocmrGzxYnjxRejaFeztQaWC+fMtHzt9uml/UR9Xr5b+uvfeW/R5mjYtfHx8PIwbB76+4OcHzz5r2mbJqFHQvj1kS8MZIUQFRBw4wIk5c5QOQyhAq3QAwvZdvHiUGzdCcXWtw8KFg4mN9SQ21pMBAzbx/PPzmTXrJezsJFOpCd57D8LCoG5dqFfP9HVJnnnGcsLr4VH26//vf6U7z9NPw5YtMGYMGI2wcCHExMDatQWP27ABli2DfftApyt7PEIIkd+Bjz/mjqFDcWvcWOlQRBWSZFpUSGpqAgcPrsTFxYvg4Bbs2tXdvE+v1zJ37vNs29aPhQufplevfQpGKqzhl1+gZUto0gQ++wymTSv5NmPHmkaWrWH69JKPiYyE9evho4/g3XdN25o2hfffh5s3TSPVACkpMHEiTJoEd95pnfiEELVbdmoq/7z+Oo/IhMRaRco8RLkZDAa2b5+PTudAZqY9v/02AqOx8J/UpUvNuOeeHbz22vdkZ2sUiFRYS//+pkS6Ort2zfS5S5d/t3Xtavqcf37QO++YRq0/+aTqYhNC1Hxh27YRvGyZ0mGIKiTJtCi3s2d3Eh9/Azs7B1asGERMjFeRx+bk6Pj220kEBARz7Fi3KoxSKG33bpgxA774AlavNo0Il9fvv5uS32++gZ07wdJcn0aNTJ9PnPh32/Hjps9577wePAizZ8OPP4KLS/njEUIIS3a/8w7psbFKhyGqiJR5iHJJTLzF8eMbcXHxJCSkGTt39ijV7UJCWtKr116mTJnFJ5+8hVpeztV4t9c5e3jAt9+a6pnLavTogt+3agVLlvw78gymWu7Bg03XvXz535rpBx80lXhkZ8MLL8Bjj8GQIWWPQQghSpIeG8uuadMY+NNPSociqoCkMqLMsrOzWb/+ZxwdXdDrNSxaNMxieUdRsrLsmDHjTTp2PEtQUIdKjFQoKTAQfv3VlNCmp8OVK/Ddd6YOHGPHFp4MWJyHH4Z16yAiAtLS4Nw5ePVVuHQJBgwoWL4BsGgRPPkkrFkDf/9tSsIXLDDt+/RTuHHDlNBHRcGwYeDgAJ6e8MYboNdb6ycghKjNzi9fztVt25QOQ1QBGZkWZbZ580lWrYqjdetsoqIe48YN33KdJyjIn+7dD/H2218yffp7Vo5SKO2RRwp+37QpvPwytG1rSoDfew8eeqh055oypeD3bduaSj3c3OD//g9mzoRZs/7d7+X1b/KcX3CwqUxkzhzw8YEHHoDz52H5clOC/dprpnZ6//lPGe6oEEIU4Z8pUxhz8CA6Z2elQxGVSEamRZlERsaza9c5OnfuSViYP3/9dV+FzpeR4cAHH7xLly4nOX++jZWiFNVZv37QogUEBUFSUsXO9eKLps/7StEoxmg0lXfcdZdpZPz8eVP7vE8/NSX1EyaYWup9/XXFYhJCiDzJ166x/6OPlA5DVDJJpkWp6fUG5s/fjouLIyqVmosXH0Ovd7TKuY8fD6RLl+N8+qmMUNcGdeuaPqelVew8deqYykZSU0s+9scfTZMS5841fR8SYvrcseO/x3TqZGqfl5hYsbiEECLPyblzuXnsmNJhiEokybQotS1bTpKQkIadnZarV+tx/nwzq54/Lc2Rd975P+688wiXL1v33KL6SE2Fs2fB2fnfpLq8Dh82jThbWhQmv4gIU0/sDz6A5s0L7svMLPy1SlWxuIQQIo/RYGDbK69gyMlROhRRSSSZFqVy82Y827cH4eHhjF6vYtu2ylvl4tChrgQGBvHNN29U2jVE5UpOhtDQwtvT002lFsnJpm4a2ttmbZw/b/rI78oViIsrfK6ICHjpJdPXo0YVH89LL8EddxSsvW6TW1W0YcO/2zZsgPr1TbXYQghhLTHnznHql1+UDkNUElVCQoJR6SBE9abXG/jii9VkZuZgZ6fl0KH27NxZNb2i7757H4sWjaJx4/CSDxaV7pdfYO9e09dBQab+zb17mxJVgD594Pnn4epV0whwt26myYJ+fqbOGdu2wfXrEBAAO3aYyjTyyxsRNuZ7Vpo/37RS4V13QbNmpq4bV66YVjlMTTV16li0qOjR5OXLTcccPmwq48hv0CBTTOPGmVZOXLfONJnxDRt+Hfd5ax/SQ28pHYYQ4jb2Hh6MPX4cR6+i12QQtkmSaVGi7duD2Lz5BB4eLiQlOTFv3nCysnRVdn03tyQ+/3waL774Q5VdU1g2dqzlLhl5nnnGlPwmJZlWGDx82JRYx8eDo6MpsR450tTVw9FCub2lZPr0aVOCe+yYqeNGSoqpV3XnzvDss/D440XHEx9vuuYzz5gWjrndrVumRH3TJlM8zz1nmpBoy/3PJZkWovoKfOEF+n7xhdJhCCuTZFoUKykpnU8+WYmbmxMqlYrVq+8lJESZeub+/XewaNEo/PxuKnJ9IWyBJNNCVF8qjYan9u6lTtu2SocirMiGx19EVVi+fB9arRaVSsXVq/UUS6QBtm3ri79/MAsWPKtYDEIIIUR5GfV6dr3zjtJhCCuTZFoU6dKlm5w/fx1nZ3v0ejVbt1bepMPSio/3YOzYeQwduomYmDol30AIIYSoRsJ37OBS/pnPwuZJMi0s0usN/P77HtzdTas2HTnSjrg4D2WDymf9+gdo2zaEZcueVDoUIYQQokz2vPce+qwspcMQViLJtLBox44zJCdnoNVqSEuz58CBDkqHVEhMTB2efHIxI0asISHBXelwhBBCiFJJuHyZk3krSAmbJ8m0KCQxMY2tW0/i4eEEwP79gWRl2SkclWVGo5pVqx6iTZtQVq8ernQ4QgghRKkc+uIL0qKjlQ5DWIEk06KQFSv2o9PpUKlUJCY6c/Jka6VDKlFUlA/Dh69g1KjlpKQ4Kx2OEEIIUayspCT2f/SR0mEIK5BkWhRw8WIk589H4OxsD8DevZ3Q67Ul3Kp6MBrV/PHHo7Rpc4HNmwcpHY4QQghRrLOLFnHr9GmlwxAVJMm0MMvJ0fPHH3txdzeVd8TEuHP2bAuFoyq7iIh6DB78N+PGLSI93UHpcIQQQgiLjAYD+//v/5QOQ1SQJNPCbOfOs6SkmCYdAuze3QWj0Tb/RAwGDfPnP0XbtqHs2NFP6XCEEEIIi65u3cqNQ4eUDkNUgG1mSsLqEhPT2LbtlHlU+saNuly40EThqCouLKwRAwZsYsKEn6t0CXQhhBCitA58/LHSIYgKkGRaALBy5X50OtNKhwC7dnVVOCLr0eu1zJ37PP7+Iezf31vpcIQQQogCru3ezbXdu5UOQ5STbcwsE5UqMjKe8+cj8PJyBeDy5fqEh9dTOCrru3SpGffcs4NJk37iiy9eRafTKx2SEKKaSgLOAheAGCAFcAQaA72BhiXcPg74EcgGugAPlvK62cA/wI3cc6QDDoAX0BnoAGhuu80tYGPubZxyj+tN4dGybOAHoBnwUCnjEVXnwCef0Ojuu5UOQ5SDjEwLVq48gLOzaaKe0Wiqla6pcnJ0fPvtJAICgjl2rJvS4QghqqlDwGYgHmgB9MKUSJ8H5gFnirmtAVhdzutmAUcBFdAK6Am0xZTcrwF+zz1/nkxgIRAFdALqYErGD1o49w5MCfX95YxNVK4bBw9ydds2pcMQ5SDJdC135UoUYWHR2Nub6onPn29GVFRdhaOqfCEhLenVay9Tp36BwVDy8UKI2qUBMBZ4FXgY6A88nrtNBawDcoq47UHgOnBfOa7rCEwFxmEaPe4PDAUmA02BS8DFfMeHYho1fwIYCDyFaeT52G3njcyNazCmkW5RPR345BOlQxDlIMl0LWY0Glmx4gBubqZJhwaDij17OikcVdXJyrJjxow36djxLEFB1W+5dCGEcvwxJa+3a4IpWc3ANBp8u2hgO9AH8CvHddVYrr/UAG1yv47Ltz0x93P+wrz6+baDaSR7DaaRbv9yxCSqTtTx41xav17pMEQZSTJdi50/f53o6ER0OlMF3unTLYmPd1c4qqoXFORP9+6HmD5dVqISQpRMfdvnPHnlHV6AtStfDfw7Iu2Tb3veM/bNfNsi820H2I+pXGWwlWMSlePAJ59gNBqVDkOUgSTTtZTBYODPPw/i7u6c+72KQ4cCFI5KORkZDnzwwbt06XKS8+fblHwDIUStlABcBlwA39v27cGUyA6j4rP7czDVOO8A1mOaOHgR6Ag0z3dcy9xYlgKbgCW58eXNfIkDdgIDALcKxiSqRszZs1xYvVrpMEQZSDJdS504cYWkpDQ0GtOfQEhIUxIS5Kn2+PFAunQ5zqefvqd0KEKIakYP/JX7eQAF/4HeBHZhmqhY30rX2pX7cQRTR5FeFO4K4gA8jWm0+jimMpP7gDtz9/+dG08XTHXcc4EPgK+Bk1aIU1SOg599hlEm9NgMSaZroZwcPWvXHsHd3cW8rTaPSt8uLc2Rd975P+688wiXLzdTOhwhRDWQV8IRhqn1XGC+fTmYkmwv4F4rXc8emA68D0wBhmBKludjqtfOzxd4BngHeA1TiYk69/hwTBMZszCNWjtgmqTYJvf+XLdSvMK64kJCCP3rL6XDEKUkyXQttH//edLTs1GrTQu0XLlSn6ioOgpHVf0cOtSVwMAgvvnmDaVDEUIoKG8CXxCmPs9Db9u/F1Ov52FYf/EGNab6526YRqWvYSonKUkKsAVTYl0XOI2pZ/UwTK3+BmFK/i210BPVw7FZs5QOQZSSLNpSy2RmZrNlyyk8PJzM2w4daq9gRNVbSoozU6bM5K+/HmHRolE0bhyudEhCiCqUl0ifAtpjSkZvH4WKBIzAL0Wc41juR2vgyQrE0iL389VSHLsBU410n9zvYzEt6JJ/YqIfpvIRUT3dOnWKa7t20eiee5QORZRARqZrme3bg8jJ0ZuXDb95sw5hYQ0Ujqr62727NwEBQcyd+5LSoQghqkj+RLodMBzL/zRbYFow5faPlrn76+Z+38LCbcsiOfdzSf+4Q4BgTOUd+VdLvH3NV1kDtvo79v33SocgSkGS6VokNTWDXbvOmftKg9RKl0VSkhsTJsxmwIDt3LxZng6yQghbkT+R9qfoRBqgO6aFXW7/6JW7v0nu993z3UaPabJg/p7RYCoXybJwjSxMKzLCv0m6JRmYun90p+CS53UxrZaY995aJqb6b+9iziWUd3XrVmKDg5UOQ5RAyjxqkX/+CUKlwjwqHR/vSkhIE4Wjsj3btvXF3z+Yr79+g2ee+VXpcIQQlWAXpkTaDtMS3bstHNOGgoullEUSMBtT2cWUfNvPAgcwLV3ugWkiYjJwAVPNc2NMS4wXZRumFRpvX30xANNiMsswlatcxZR434mo7o599x33//CD0mGIYsjIdC2RmZnNwYOhuLo6mrcdOdIOo1H+BMojPt6DsWPnMXToJmJiZPKmEDVNQu7nLEwT/nZZ+Lhp8ZYV0wpTspsInMGUWF/A1LFjKKauHboibhsOHM09zv62ffbAaEwJ+lFMI9PDMS2bLqq3kJUrSYmMVDoMUQxVQkKCLLNTC2zfHsTmzSfw8DC1w0tNdWDOnEfJyZE3Jyqqbt1Yvv/+FR5//A+lQxGCz1v7kB56S+kwhBBW1PW11+gzfbrSYYgiyLBkLZCTo2fXrrPm1Q4Bjh3zl0TaSmJi6vDkk4sZMWINCQm1bzl2IYQQlSvot9/ISklROgxRBEmma4GTJ6+Qnp5lrpXOytJy4oQsmW1NRqOaVaseok2bUFavHq50OEIIIWqQzMREzixYoHQYogiSTNdwRqORTZtO4O7+bwePU6dakZFxe0WdsIaoKB+GD1/BqFHLSUlxLvkGQgghRCmc+PFHDDk5SochLJBkuoY7f/46CQlpqNWmX7XRCCdOtFU4qprNaFTzxx+P0qbNBTZvHqR0OEIIIWqA5OvXZYnxakqS6RrMaDTy99/HCoxKh4XVIz7eTcGoao+IiHoMHvw348YtIj3dQelwhBBC2LhTP/+sdAjCAkmma7Dw8Bhu3UpEq/13DaxTp1orGFHtYzBomD//Kdq2DWXHjn5KhyOEEMKGRR4+TMy5c0qHIW4jyXQNtm7d0QJ9pVNTHQgNbaxgRLVXWFgjBgzYxIQJP5OVVVSXWCGEEKJ4Z+bPVzoEcRtJpmuo6OhErl69hZ3dv+3vgoJaYjBoirmVqEx6vZa5c5/H3z+E/ft7Kx2OEEIIGxS8fDk56elKhyHykWS6hlq37hiOjnbm741GUxcPobxLl5pxzz07eO2178nOlhc3QgghSi8zIYHQ1auVDkPkI8l0DZSYmMb589dxdPy3/V1YWD0SEmTiYXWRk6Pj228nERAQzLFj3ZQORwghhA2RntPViyTTNdCOHUGo1QVHPE+elImH1VFISEt69drL1KlfYDAoHY0QQghbcOPgQWKDg5UOQ+SSZLqG0esNHDt2GVfXf1uxpaY6cOGCTDysrrKy7Jgx4006djxLUFAHpcMRQghhA4JkImK1Icl0DRMcfJ2MjH+XDgeZeGgrgoL86d79ENOnf6R0KEIIIaq54GXLyMnIUDoMgSTTNc7WrSdxc/t3kRaZeGhbMjIc+OCDd+nS5STnz7dROhwhhBDVVGZCAhdkImK1IMl0DRIXl0xkZEKBRVquXq0vEw9t0PHjgXTpcpwZM95VOhQhhBDVVJBMRKwWJJmuQXbvPlcgkQaZeGjL0tIcmTr1I3r2PMzly82UDkcIIUQ1c+PAAeJCQpQOo9aTZLqGyMnRc/ToJVxc/p14mJFhx8WLjRSMSljDwYPdCAwM4ptv3lA6FCGEENVM8LJlSodQ60kyXUMEB18nMzO7wMTDkJAmMvGwhkhJcWbKlJncc89ewsOlM4sQQgiT0FWrlA6h1pNkuobYtu1UgYmHAOfPS2lATbN7d28CAoKYO/clpUMRQghRDSRevcrNY8eUDqNWk2S6BrA08TAtzZ6wsHoKRiUqS1KSGxMmzGbAgO3cvOmndDhCCCEUFrJypdIh1GqSTNcAO3eeLTTxMCSkKUaj/Hprsm3b+uLvH8yCBc8qHYoQQggFha5ejVGW0VWMZFs2LidHz/HjlwtMPAQIDpYSj9ogPt6DsWPnMXToJmJi6igdjhBCCAWkRkYSsX+/0mHUWpJM27izZ8MLTTxMSXHk+nVfBaMSVW39+gdo2zaEZcueVDoUIYQQCgj580+lQ6i1JJm2cdu3B1mYeCglHrVRTEwdnnxyMSNGrCEhwV3pcIQQQlShi2vXYsjJUTqMWkkyLhuWnJzOzZuJheqlpYtH7WU0qlm16iHatAll9erhSocjhBCiiqTHxhK+c6fSYdRKkkzbsFOnrmI0GgtsS0pyJiLCR6GIRHURFeXD8OErGDVqOSkpzkqHI4QQogpIVw9lSDJtww4cCMHdvXCJB6gsHi9qF6NRzR9/PEqbNhfYvHmQ0uEIIYSoZJc2bCAnM1PpMGodSaZtVGJiGjExyajVBX+FUuIhbhcRUY/Bg/9m3LhFpKc7lHwDIYQQNikrKYmrW7YoHUatI8m0jTpx4nKhbQkJLkRGeisQjajuDAYN8+c/Rdu2oezY0U/pcIQQQlSSS+vXKx1CrSPJtI06eDBUlg8XZRYW1ogBAzYxYcLPZGXplA5HCCGElV3dtk0WcKlikkzboISEVOLiUlGrC9ZGX7zYSKGIhC3R67XMnfs8/v4h7N/fW+lwhBBCWFF6TAw3jx9XOoxaRZJpG3T06CVUqoJdPDIy7LhxQ0o8ROldutSMe+7ZwWuvfU92tqbkGwghhLAJVzdvVjqEWkWSaRt0+PAF3N0Ltju7erWeLNQiyiwnR8e3304iICCYY8e6KR2OEEIIK7gikxCrlGRfNiYuLpnExNQCy4cDXLnSUKGIRE0QEtKSXr32MnXqF0ipnRBC2LZbp0+TevOm0mHUGpJM25jDhy8WSqQBLl9uoEA0oibJyrJjxow36djxLEFBHZQORwghRHkZjTI6XYUkmbYxR49eKtTFIzraU1a5E1YTFORP9+6HmD79I6VDEUIIUU6STFcdSaZtSHR0IklJaYVGpmVUWlhbRoYDH3zwLl26nOT8+TZKhyOEEKKMwnfuRJ+VpXQYtYIk0zbk+PErhVY8BLhyRZJpUTmOHw+kS5fjzJjxrtKhCCGEKIPslBQi9u9XOoxaQZJpG3L69FXc3BwLbMvK0nL9uq9CEYnaIC3NkalTP6Jnz8NcviwLAwkhhK24Ii3yqoQk0zYiPT2L2NjkQiUe4eH10OulR7CofAcPdiMwMIhvvnlD6VCEEEKUgtRNVw1Jpm3E5ctR6PWFe5ZJvbSoSikpzkyZMpN77tlLeHhjpcMRQghRjIRLl0i8elXpMGo8SaZtxOHDF3B2dii0/fJl6S8tqt7u3b0JCAhi7tyXlA5FCCFEMaRuuvJJMm0DjEYjV6/ewt5eV2B7XJwbiYmuCkUlarukJDcmTJjNgAHbuXnTT+lwhBBCWCDJdOWTZNoGREcnkZ6eWWi7dPEQ1cG2bX3x9w9mwYJnlQ5FCCHEbSSZrnySTNuAM2fCUakK/6quX/dRIBohCouP92Ds2HkMHbqJmJg6SocjhBAiV8Lly7K0eCWTZNoGnDhxpVBLPICICEmmRfWyfv0DtG0bwrJlTyodihBCiFzXZXS6UkkyXc1lZeUQE5NUaLGWpCQnkpNdFIpKiKLFxNThyScXM2LEGhIS3JUORwghaj0p9ahckkxXc1euRJGdrS+0/cYNGZUW1ZfRqGbVqodo0yaU1auHKx2OEELUapJMVy5Jpqu5o0cv4eRkX2i7lHgIWxAV5cPw4SsYNWo5KSnOSocjhBC1UmxwMBnx8UqHUWNJMl2NGY1GLl6MxNHRrtA+SaaFrTAa1fzxx6O0aXOBzZsHKR2OEELUPkajjE5XIkmmq7H4+BRSUwu3xMvJ0RAV5aVAREKUX0REPQYP/ptx4xaRnl54ASIhhBCVJ+LAAaVDqLEkma7GLl68icFQeAnxmzfrYDBoFIhIiIoxGDTMn/8UbduGsmNHP6XDEUKIWkNGpiuPJNNlFBYWhoeHBxMnTqz0a505E46rq1Oh7VLiIWxdWFgjBgzYxMSJP5OVpSv5BkIIISok+vRpslNTlQ6jRipzMp2XTHp4eDB8uOVZ+keOHKmyhLMmi4iIw85Oa2G7JNPC9un1WubMeR5//xD27++tdDhCCFGjGXJyiA4KUjqMGqlCI9Pbt29n165d1opF5JOWlklKSobFfTdueFdxNEJUnkuXmnHPPTt47bXvyc6W8iUhhKgst06fVjqEGqncyXTjxo1Rq9VMnz4do9FozZgEcP16LHp94XrphAQXUlMLl34IYctycnR8++0kAgKCOXasm9LhCCFEjRQtyXSlKHcy3bJlSx5//HFOnDjBX3/9VarbhIeH8/LLL9O2bVu8vb3x9/fn5Zdf5tq1a4WOHTJkCB4eHmRkZPDRRx/RsWNH6taty6effgqAh4cHQ4YM4caNGzz//PM0b96chg0b8thjj3H16lUAQkJCGDVqFE2bNqVhw4aMGTOGW7duFbrWokWLePLJJwkICMDX15emTZsyfPhwdu/eXd4fT4WdO3cNe/vCtaRS4iFqspCQlvTqtZepU7/AwtxbIYQQFSAj05WjQmUe77zzDvb29nz00UdkZ2cXe+zFixe57777WLx4MYGBgbz88ssEBASwePFi+vbty8WLFy3ebsyYMfz+++/cddddTJgwgSZNmpj3JSQkMHDgQMLCwnjyySfp3bs3W7ZsYdiwYZw7d47777+f1NRUnnrqKTp27MjatWt57rnnCl3jrbfeIjo6mnvvvZeXXnqJBx54gCNHjjBs2DDWr19fkR9RuV28eBNn58KLtcjKh6Kmy8qyY8aMN+nY8SxBQR2UDkcIIWqMuPPn0WdlKR1GjVN4dlsZNGrUiPHjx/Pdd9/x22+/MX78+CKPnTJlCjExMXzzzTeMHTvWvP2XX37hzTff5PXXX2ft2rWFbhcZGcm+ffvw9PQstO/s2bO89NJLfPLJJ+Ztb7zxBvPmzWPQoEFMnTrVPAnSaDTy+OOPs2XLFk6ePEnHjh3Ntzl48CBNmzYtcO6bN2/St29f3n//fYYMGVLKn4h16PUG4uJScHV1LLRP+kuL2iIoyJ/u3Q/x9ttfMn36e0qHI4QQNk+flUVscDA+gYFKh1KjVLg13htvvIG7uztffPEFKSkpFo+5du0ae/bsoU2bNjzzzDMF9j377LO0atWK3bt3c/369UK3nTZtmsVEGsDFxYX33iv4T3bEiBEAeHl5MWHCBPN2lUpl7j5y5syZAre5PZEG8PPz48EHH+TSpUuEh4dbvH5luXUrkZwcfaHtRiNER1v+WQhRE2VkOPDBB+/SpctJzp9vo3Q4Qghh86Ru2voqnEx7eHgwZcoUoqOj+e677yweE5TbiqV3796oVKqCAajV9OrVq8Bx+XXp0qXIazdv3hwnp4KT8fz8/ABo165doWvl7bt582aB7VevXmXy5Ml07NgRX19fc+u/n376yeLxle3SJcvXS0pyISur8NLiQtR0x48H0qXLcWbMeFfpUIQQwqZJ3bT1WWXRlhdffJEGDRowe/ZsoqOjC+1PTk4GwNvbcks3X1/fAsfl5+NTdI2wq6troW0ajabEffnruy9fvsy9997LkiVLaNq0KePGjeOtt97i7bffpndvU+/bzMzCS3pXprNnr+HiUrjE49YtGZUWtVdamiNTp35Ez56HuXy5mdLhCCGETZJe09ZnlWTa0dGRqVOnkpKSwowZMwrtz0tsLSXagLnDhqUE+PbRZWv74YcfSEhI4IcffmD16tV89tlnvPvuu0ybNo1WrVpV6rWLcvNmAjpd4X670dFSLy3EwYPdCAwM4ptv3lA6FCGEsDnRZ85glHZJVmW15cRHjRpF27ZtWbBgAZcvXy6wLyAgAID9+/cX6kltNBrZn7tefN5xVenKlSsADB48uFBchw4dqvJ4kpLSSUuzPBIuI9NCmKSkODNlykzuuWcv4eGNlQ5HCCFsRnZKCgm35WmiYqyWTGs0Gv773/+SnZ3NZ599VmBfo0aNuOuuuwgODmbRokUF9s2fP5+QkBDuvvtuGjZsaK1wSq1Ro0aAqaNHfl9//TXnzp2r8niuX4+xuFgLyORDIW63e3dvAgKCmDv3JaVDEUIImyF109ZVodZ4txs8eDA9e/bkwIEDhfZ99dVXDBw4kFdffZVNmzbRpk0bgoOD2bhxI3Xr1uWrr76yZiilNm7cOJYsWcKYMWMYNmwYXl5eHD16lFOnTvHAAw+wefPmKo0nJOQGDg6FF2vR61UkJLhVaSxC2IKkJDcmTJjNypUjWbRoFH5+VTthWAghbE3MmTO0zu1wJirOaiPTeaZPn25xe8uWLdmxYwejRo3i+PHjzJo1ixMnTjB69Gi2b9/OHXfcYe1QSiUwMJBVq1YRGBjIunXrWLx4Me7u7mzatKlAL+qqEhYWjaNj4cVa4uPdMBis/usSosbYtq0v/v7BLFjwrNKhCCFEtZZw6ZLSIdQoqoSEBGPJh4mqMn36UuztC7e/CwlpwurV9ykQkRC2Z8iQzcyfP5q6dWOVDqXKfd7ah/TQW0qHIYSoxrwDAhi9Z4/SYdQYMtRZjaSnZ5GRYXlZ9thYj6oNRggbtn79A7RtG8KyZU8qHYoQQlQ7CbnNF4R1SDJdjdy6lYheb/mNgthY9yqORgjbFhNThyefXMyIEWtISJDHjxBC5MlOSSE1KkrpMGoMSaarkevXYymqrbaMTAtRdkajmlWrHqJNm1BWr5bJNkIIkUfqpq1Hkulq5OLFSJycCk8+NBohLk46eQhRXlFRPgwfvoJRo5aTkuKsdDhCCKE46TVtPZJMVyNRUQnY2RXuVpiS4kh2duF2eUKI0jMa1fzxx6O0aXOBzZsHKR2OEEIoSpJp65FkupowGo0kJ2dYXD49OVlG0oSwloiIegwe/Dfjxi0iPd1B6XCEEEIRUuZhPZJMVxMpKRlkZ+dY3JeUJMm0ENZkMGiYP/8p2rYNZceOfkqHI4QQVU5Gpq1HkulqIjY2uchlxJOSXKo4mppmMfAi0BWwB1TA/CKOXQI8ArQAXAEXoB0wBYgo5/X/AgYAdQAHoBnwJHDttuPOAf0B99zrfwroLZwvHbgDGF/OeESesLBGDBiwiYkTfyYrS0qphBC1h7THsx5JpquJGzfiMCV5hUmZR0W9B/wEhAH1Sjh2KRAM3IkpAX8R8AO+BdoDZ8twXWPu7YcDV4AngNeAu4D9ufHkScaUSJ8GngNaAe/kXvd2/wPSgC/KEIsoil6vZc6c5/H3D2H//t5KhyOEEFVC2uNZT+HZbkIRV69G4+RUeOVDkDKPivsFaAk0AT4DphVz7ApMo8e3mwc8D0zPPaY0ZmFK4l/K/Vpz2/78ZT3rgEhgL5CX0PXLvf3r+Y47AXwNLMM0gi2s5dKlZtxzzw4mTfqJL754FZ3O0rsCQghRcyRcuoSzr6/SYdg8GZmuJm7ciMPe3vLbzDIyXVH9MSXSpVHUhLRHcz9fLOV50oEPgOaYRpdvT6Sh4GvZvJKPLvm2dQXC832vxzRq/SCm0W5hbTk5Or79dhIBAcEcO9ZN6XCEEKJSJV27vdxQlIck09VEaqrlTh4gI9PVw/rcz+1LefwWIB4YhikJXoVpVHwOlhPyRrmfT+TbdhxonO/7L4HLwPeljEGUV0hIS3r12svUqV9gsDyVQQghbJ6UeViHlHlUA3q9gYyMbOzsCo9M6/VqUlMdFYiqtluOaUJgGqY66c2YJg5+WMrbH8v9rAE6AKH59qkxTWicmW/bEEy12Y8Ao4AQYBumBBrgEqYSk6+B+mW6J6J8srLsmDHjTTZsGMySJU8SEHBa6ZCEEMKq0iSZtgoZma4GkpPTMRQx/JWc7ERRExNFZVqOqUzjC2AD0AnYiimhLo1buZ+/wlTbfBjTJMPdmCYXfgn8mO94t9zzt8NU4x0MfAy8mrs/rxvJeOBQ7tdaTOUrC8p650QZBAX50737IaZP/0jpUIQQwqpSb90q+SBRIkmmqwFTMm20uE9KPJSyElM3jnhgO6DDVM+8vZS3z3txZAesBrpharN3F6YJjGr+HXXO0x74B0jCVM7xDqaR7V8xTUz8GUjBNIrtAWzCNJI9FlOCLSpLRoYDH3zwLl26nCQ0tLXS4QghhFXIyLR1SDJdDSQmphaTTEuPaWV5AH0xJa6OwBgguxS3y+u00ZXCZRntMU1MvAQklHCeKOBNTO39WmPqgx2HqU92f+AbTJ1KvilFTKKijh8PpFOnE8yY8a7SoQghRIXJyLR1SDJdDdy8mYhOZ7l8XTp5VBdumHpPR1C6jh55o5ceRezP255ewnleARoCb+d+HwLUzd2WpyNwvhQxCWtIS3Nk6tSP6NnzMJcvl7bsRwghqh8ZmbYOSaargVu3ErG3t5xMS5lHdXIj93NpVsrrm/s52MK+bEwJuTPgXcw5/gb+xFTekf+ambcdl4nU1Ve9gwe7ERgYxDffvKF0KEIIUS4Z8fHos7KUDsPmSTJdDURHJ1rs5AFIJ48qlYxp5NeSXzFNImyJaSnvPNmYRoUv3XZ8C+B+TEnzL7ft+wxTeccjFN1QJwnTYi8vAz3ybW+bu29fvpj35G4XVS0lxZkpU2Zyzz17CQ9vXPINhBCimpH2eBUnrfGqgbS0TNRqyyOLGRn2VRxNTfQLpgl8AEH5tu3M/boPptUNYzElpV2BNkADTBMQj2Dq+exG4c4ZEbm3aQJcvW3fD0Av4AVMkxDbYOojvT33+OKWA5+K6bXux7dtH4Wpfno48GTufUjAtEy5UMru3b0JCAji88+n8eKLPygdjhBClFrarVu4NWpU8oGiSDIyXQ2kpxc9oS0jw/IS46Is9mJKghdgSorBNLKbty0v0fYG/otpouFWTN02FmMqo5iCqd90zzJctwVwFFO3jWOYlhS/AEzCNMrtV8Tt9mFa3GUOpg4g+blgWkCmKabWeknAIkzdQoSSkpLcmDBhNgMGbOfmzaJ+t0IIUb3IyHTFyci0wrKzc8jKysbR0XLSnJlZmvpcUbz5uR8lccbUW7osmmJqoVeURsBvZTxnb/5trWdJN6QVXvW1bVtf/P2D+frrN3jmmV+VDkcIIYqVJh09KkxGphWWlJSOsZhcLDNTRqaFsDXx8R6MHTuPoUM3ERNTR+lwhBCiSDIyXXGSTCssOTkdvV5vcZ/RCFlZMjIthK1av/4B2rYNYdmyJ5UORQghLMqIi1M6BJsnybTCYmOTixyZzsrSYTTKr0gIWxYTU4cnn1zMiBFrSEhwL/kGQghRhbKSk5UOweZJpqYwU49py6PPMvlQiJrBaFSzatVDtGkTyurVw5UORwghzCSZrjhJphWWmJiGTqexuE/qpYWoWaKifBg+fAWjRi0nJUUWZBJCKC8rJUXpEGyeJNMKS0nJQKORZFqI2sJoVPPHH4/Sps0FNm8epHQ4QohaTkamK06SaYWlpmag1Vr+NUgyLUTNFRFRj8GD/2bcuEWkpzsoHY4QopaSZLripM+0wrKyclCpilr9UJJpIWoyg0HD/PlPsWPHPfz22zj69v1H6ZCEEDWFVovKzg60Wtx8fHDy8EDn7IzOxQW7fJ9dGzRQOlKbJ8m0wrKz9UUm0zIyLUTtEBbWiAEDNvHCC/P59tuXsLMrelVUIUQNo9GgsrNDZWeH2sEBjb09GkdHNA4OaJ2c0Dk5oXV2RufsjL2LC3a5Hw5ubji4u+Pg5oajuzuOHh44eXjg5OmJs6cnWrvS5RAGg4FkGZ2uEEmmFZaTo0ens/xrkGRaiNpDr9cyZ87zbN3aj4ULn6ZXr31KhySEyE+tNiW99vao8xJfR0e0uZ8tJr2urji4umKfl/C6uZmSXk9P04eHB3aOjoreraIG9ETpSTKtsOzs4pJpWbBFiNrm0qVm3HPPDiZN+okvvngVnc7yok5CiCKoVGBnZ0541fb2aHIT3rykV+fsjM7JyTzKa+/qavpwc8PRzQ0HDw8c3dzMSa+zlxf2Tk5K37NKIcl0xUkyrSCj0Uh2dtH/KA0GmR8qRG2Uk6Pj228nsWnT/SxZMpouXY4oHZIQ1qdSgU6HOm+0N6+8wdERbe6HzsnJVNubW9+bP+nNX96QV+Lg7OWFo6ur0vdM1DKSTCsoMzMbKGL5Q8BolFeLQtRmISEt6dVrL1OmzOKTT95CLa+vhVJ0OlNNr719gbperaMjWicnU22vs7M56c2r6TUnvbnlDY7u7jh6eeGSW+IgqgeVSoWxqOWYRYkkmVZQZmZOsX+88ncthMjKsmPGjDfZsGEwS5Y8SUDAaaVDEtVZbgcHde5Ir7muN1/ia056cxPfvKTX3tX135Fed3ec89X1qotYD0EIIcm0okwj00WPPsvItBAiT1CQP927H+Kl8f/jy28/VzocUVEaDSp7e3Piq3FwMNf1mjs45KvptXN2No3yurpi7+6Oo6srjp6eOLq7/9vBwcsLjVb+rQtR1eRRp6CMjGwMBinzEEKUTkaGA1/NmsHWrY+zbMUo2rYLUTqkmi9/B4fcpFft4FBgpFfr7Gwubcg/mc0xX+syJ0/PAnW9Ont7pe+ZEMJKJJlWUGZmttQoCSHKLCi4M527nODdtz/mvQ8+Vjqc6kGtRqXTmZPeApPZHBxMLctuK3HIS3odcut6HfJGefP16rWroR0chBDWI8m0gtLTM2VkWghRLhmZjvz3w49Ys/Zhli5/nBYtrygdUunkdXCwt0dlb4/m9rrevLZl+UZ77V1czCUODh4e5i4OefW8zp6eOEgHByGEQiSZVlBmZg5qtdRMCyHK7+jJbnQIDGL6f//HW9O+tO7Jbx/pvX0y2+1Jb17bsrwSh9yWZY7u7jh7eODk5YWTu7t1YxRCCIVJMq0gvd5QbLN0qQARQpRGWroz/3lnJn+vfYhhdV7CvpmzeVU2raOjeaRXd3vSmzvaa25Zljfa6+WFk5ubdHAQQohSkGRaQUajkeIWHpKRaSFESXzr3qRlk4vc0fQig5qdQJN+F3UeHk6Dhg1p3KwZ9g4OSocohBA1miTTCjIYDMXul2RaCHE7Z6dbtGx8mTZ3XKVlk4u4uqQA4KvKYJjdNW79cZiFfg3okJrKjagoHHQ6fH18aNi0KVqdTuHohRCi5pFkWkEGg7GEMg9JpoWo7Rwd02nT5jL+/hfw97/EtTNrqVc3AEcnF/MxLmTziF0Ear2BBhERuEZFccJgoF2bNtTx9SXsxg2uXr+Os4MD9erVo36jRlLCIYQQViLJtIKK6+QBUjMtRG2k0eRQv/4tnJ1P0LDhIR5+OAVnZzvz/mtnCh6vw8BwuwhcVTkkJWfhBty1Zw9rHnmEoHPnaJWRQf0mTVCp1aRlZXEpLIxLV67g6uxMg4YN8a1fv2rvoBBC1DCSTCuopJrp4lZHFELUFEZ8feNo0uQGTZrcoFGjKHQ6PQDR0c78/XcY3brZ0aJFHYu3HaKLxFedCUBmcjYAHU+dYuPgwWTZ2xN65QqZmZk0bdny33fC1GqS09M5f+ECIaGheLi60rBJE7zq1q2KOyyEEDWKJNMKMpVMF50wq9XF11QLIWyTu3syTZveyE2gI3FyyrR4nLe3Dx4enpw6dY4rV67Rp49vgf13a2NoqUkxf5+dnGX+un1QEMe7dgUg7MYNMjIyaN2uXaHyDqNKRXxKCvFnz6I2GHB3c6NJ8+a4e3pa6+4KIUSNJsm0ggwGQ7Ej0zpdTtUFI4SoNI6OGTRuHEnTpjdo2vQGHh4pJd8ol06no127QKKibrJmTTDupFPXLYuOdrfo4RBf4Ni06ETz1/dt3crRjh1Ra01P81FxcSQeOECnLl2wd3S0eC2DWk18Sgpxp06hMhjwqlOH5nfcgbOzcznutRBC1A6STCuopKXE7eyyqygSIYQ1abU5NGwYlTv6HImvb2wJJV1FMxqNpKVlodU60bBBIFcOnqSh4SyD7/Tm9ne21Fn/Pqc4Z2bS5NYtruWric7IyeHMuXN06NABXTGdPVQqFWg0xCUkEHf0KM7Oznh7e1O/fv1ibyeEELWRJNMKMiXTRf+HlZFpIWyDSmXAzy/WXLrRoMEttNryl2llZmaTkpKBRqPGzc2RwMCmdOzYhItHt3E23IW3unmjtbB6qpNBXeD7+7duZd4zzxTYlpyczNGjR+nYsSOORYxQ3y41NZXU1FSuXr2Km5sbPj4++Pn5oZGOIELUCCUN7oniSTKtIFNrvKL3SzItRPXl5ZVAkyam0o3GjW/i4JBV8o2KkJOjJzk5HZVKhaOjHU2aeNOlS3OaN/fDxcW06MrhfzaTHHGVVzrVxU1n+YkjOyqmwPcNr1zBMyuLeDu7AtszMzPNCbWrq2uZYk1KSiIpKYlLly7h4eGBn58f3t7exbb5FEJUX5JIV5wk0woyGosfuZIyDyGqD2fnNHPy3KTJDdzc0sp9LoPBQHJyOgaDEXt7HfXqedK/fwdat66Pp6dLocT0wqkTnD92gBH2sfgUMxrskl44oe96+DBb+/QptF2v13Ps2DECAgKoU8dSp5DiGY1G4uPjiY+PJzQ0FE9PT+rVq4eXl1eZzyWEUI4k0xUnybSCDAaKHc2RZFoI5djZZdOo0U2aNDFNGvT2Tij3uYxGI6mpmWRlZaPTaalb15UePVrRrl0jfH3dUavVRd426no4+zavZaBDMvX1ycVexzG58MTGHtu2se3OOzFqLT/dBwUF0apVK+pXoN+0Xq8nJiaGmJgYdDodXl5e1K9fHzc3t3KfUwghbIUk0wpSqYp/RShlHkJUHbVaT/360ebR53r1otFoyj9ik5GRRWpqJlqtGnd3Z7p1a0HHjs1o0MALna50T73JCfFsXb6YOx0zaZ0TW+yxWVl6HNIKj5ZrgFaXLxPSqlWRtw0NDSU9PZ3mzZtXuFwjOzubqKgooqKisLe3p06dOjRo0AAnJ6cKnVcIUTlkZLriJJlWkJ2drthVECWZFqJy1a0bb25X16jRTezsyv+Yy87OITk5A5UKXFwcadmyHp07N6dZM18cHe1KPsFtsjIy2PTHAu7QZtIt50aJx2ekGSjqKgM3biw2mQa4du0amZmZtG7d2moTCzMzM7lx4wYRERE4OTnh7e1NgwYNsLMr+89DCFE5JJmuOEmmFeTsbI/BUHTdtJR5CGFdrq4p+eqeI3FxSS/3ufR6A0lJppFgBwcdDRrUYfDg5txxRz08PAr3Zdaj57jmOPs0+xidPRpvo3eR5zbo9WxdsQS3zETuM16j6CKQf2WmFP1CwCM+Ht/ERKLc3Ys9x61bt8jMzKR9+/ZWbYGnUqlIT08nPDycsLAwXF1d8fHxoV69emiLKD8RQlQNSaYrTp7FFOTkZI9eX1wyLSPTQlSEvX0mTZr8W/fs5ZVU7nMZjUZSUjLIzs5Bp9Pi6+tOnz5taNu2IT4+7hbLI0LVoezU7mSndid7tXtJUiXxTdo3xSbSRqORfZvWknErgsc119FRuhZ7WSnFdxO5e/t2VjzySInnSUxM5OjRo3Tq1AkHB4dSXbssVCoVKSkppKSkcOXKFdzc3PD19cXX17fY2nEhhKiuJJlWkL198SM/Op2MTAtRFhpNDg0aRJs7bvj5xaJWl2/UxWg0kpGRRVpaFjqdBk9PF3r3bk1AQFMaNPBCoymc+N1U3WSndie7tLvYrd1NhDqiwP6XMl9ibPbYYq979tB+ws+d5lG7KJwNpX8O0JeQTPufOoXjgw+SXoqR4MzMTA4dOoS/vz/e3kUn/hVlNBpJTEwkMTGRixcv4uHhQb169ahbt26lXVMU9Ndff/HDDz9w/PhxUlNTqVevHnfeeSeff/45jRo1Kva2t27dYt68eRw7doxjx45x9epVoPiRzp9//pkvv/ySiIgI2rdvz8yZM+ndu3eh47Zs2cKgQYPYvXu3xf3CemRkuuIkmVaQnZ222Mk+UjMtRPFUKgM+PnE0bRpJkyY3aNgwCp1OX+7zZWXlkJycjlqtxtXVAX//RnTu3JzGjevi4FC4zjeZZPZq95oT6POa80We+4HsB/go46Nir3/tYghHd23hIcdEvPVlbL2XnFHiIYFBQRzs1KlUpzMajZw7d4477riDBg0alC2WcjAYDMTFxREXF4dGozF3BPHw8Kj0a9dGRqORCRMm8NNPP9GiRQueeOIJXF1duXHjBrt27SIsLKzEZPrcuXO88847qFQqWrZsiZOTE2kWJsHmWblyJePHj6d3794MGTKEVatW8cADDxAcHFzgWmlpaUyYMIEXX3xREukqIMl0xUkyrSCdTlPsoi1SMy1EYR4eSQXqnh0dM8t9LtNiKWmAabGUxo3r0rlzc1q0qIebW+HVAbPJ5ojmiDl5PqY5Ro6q5Be97fXtmZc2D3Ux1c/x0VHsWL2ce50yaJaTUOb7ok4uuf6778aNHO7UqZSFI6Z/shcuXACokoQ6j16vJzo6mujoaHQ6nbkjiIuLS5XFUNPNmjWLn376iZdeeolZs2YVmnSak1Py33Xbtm3ZtWsXnTp1wtXVlTZt2hASElLk8T///DOtW7dm9+7dqNVqJk+eTPPmzVmyZAlTp041H/fee++RlZXFZ599Vv47KEpNkumKk2RaQXZ2WtQWlgTOo9PpUav1GAyyZK+ovRwdM2jSJNJc9+zhUbiXcmkZDEZSUtLJydFjZ6fFz8+Tvn3b06ZNA+rUcS30TpERI2fVZ9mp3clu7W72a/eToirb9X0NvixNXYoLRSeC6akpbPpjIQH2WQTmRJXrvqniSq4Ht8vKoumNG1wuY0/pCxcukJGRYZXWeWWVnZ3NzZs3iYyMxNHRkbp169KgQYNKqeeuLdLT0/nggw9o3rw53377rcXuLaWZGJpX615a165do2PHjuba+CZNmlC3bl3Cw8PNxxw5coRZs2axatUq6VMubIYk0wqysyv5x+/snEFycuHOAELUVDpdNg0bRplHn3184op9B6c4RqORtLQsMjNNdc9eXq506dKO9u0bU7++p8UJb9dU1wrUPd9S3yr3fXE0OvJ72u80NDYs8picnGw2L1uEnzGVu/TXy30tbUJiqY67d906Lo8fX+bzX7t2jYyMDNq0aWO11nlloVKpyMjI4Pr161y/fh1nZ2e8vb2pX7++VTuP1AZbtmwhPj6ecePGodfrWbt2LaGhoXh4eNC/f3/uuOOOSrluo0aNOHXqFAaDAbVaTXh4ODExMTRu3BgwjYY///zzPPLIIzz00EOVEoMorLiuYqJ0JJlWkE5XfM00gItLmiTTokZTqQz4+cXQtKkpeW7Q4BYaTfmf3DMzs0lJyUCjUePu7kinTk3p2LEZjRrVtfgCNoEEdmt3s0u7i53anVzSXKrI3TFTGVX8mPYjXfRdijzGaDSyc/UKNIm3GMh1NJT/7VaXtJJrpgEa3biBY0IC6eWoRY6OjiYrK8vqrfPKIzU1ldTUVK5evYqrqyu+vr74+fkpkujbmmPHjgGg0Wjo0KEDoaGh5n1qtZopU6Ywc+ZMq1/3+eef57HHHuPee++le/furFq1CkdHR0aPHg3A559/zrVr19i8ebPVry2KJmUeFSfJtIJKMzLt4lLGSUhC2AAvrwRzzXOTJpHY25d/fkBOjp6kpDTUahWOjvY0a+ZDly4taNbMB2fnwqUAmWRyUHPQ3LLulOYUBpX1R2amZkxlWM6wYo85tnMbMVcv8rg2Egdj+Scc52QbcM4u/c+w+9697Bo6tFzXSkxM5Pjx4wQGBlabUovk5GSSk5O5dOkS7u7u+Pn54e3tLa32inDrlundlq+++orOnTtz+PBh2rZty4kTJxg/fjxffvklLVq0YOLEiVa97qOPPsqPP/7I119/zZw5cwgICGDRokU0atSI0NBQ/u///o/vv/8ePz8/PvvsM7755htiY2Pp06cPP/30Ey1btrRqPMJERqYrTpWQkCAvSRRiNBp5550luLkVvczu5s09OXmyTRVGJYT1ubik0aTJDXPphqtr+V8kGgwGkpLSMRiM2NtradDAi06dmtO6dX08PJwLvdtjwMBp9Wlz8nxIe4h0VfkXaymNERkjmJc5r9hjLgadZP/G1Qy3j6WBIblC10uJzcTl+41lus0H06aBvX25r6nT6QgMDKy2kwI1Go251V6dOnWUDqdaGT9+PD///DOOjo5cvHiR+vlq6M+cOUNgYCDNmjXj4sWLZTpv3gTEso50Go1G+vbti0qlYvv27SxdupTRo0fz4Ycf0q1bN95++21ycnI4ffq0vECqBElJSTI6XUEyMq0glUplsVdtfjIyLWyRnV0WjRrdNLes8/ZOKPe5jEYjqamZZGZmo9Np8PZ2o0ePVrRr1whfX3eL/1wvqy+b6573aPYQp46rwL0pmy6ZXfgh84dij7kVcY19G9cywDGFBjkVS6QBslLKPrLf/vJlzrRtW+5rZmdnc+zYMQICAvDy8ir3eSqLXq8nNjaW2NhYtFotderUoX79+jKpDXDPXQmza9euBRJpgPbt29O8eXMuXrxIQkJClbQm/Pnnnzl06BBBQUGoVCq+/fZb+vfvz3vvvQeAi4sLffr0YevWrTzwwAOVHk9tYjQaJZG2AkmmFabVFl/fJ8m0sAVqtZ769aPNI8/160eXe7EUgIyMLFJTM9FqNXh6OtG9+x0EBpoWS9HpCj9txahizDXPu7S7CFeHWzhr5WuQ1YBlmcuwp+gR35TEBLYsX0R3x0za5sRY5brZSWVvDzhg48YKJdNg+kd8+vRpWrduTb169Sp0rsqUk5NDVFQUUVFR2Nvbm1vtOTkV/a5gTda6dWuAIhPlvO3p6emVnkxHRkbyn//8h//973/miY8hISG88MIL5mM65fZGP3/+vCTTViaJtHVIMq2wkkemK/ftaCHKx4i3d3xuu7pIGjW6iZ1d+Wt+s7NzSE7OQK1W4eLiQKtW9encuTlNm/rg6Fh4sZQ00tiv3W8u3TirPotRpew/BeccZ/7M/JO6xqJX78vKzGTT7/Nprsmke05EkceVlTG57Mm0W1ISvjExRFlhtcGQkBAyMjJo2rRplbfOK6vMzExu3LhBREQETk5O5o4g9hUoebE1ffv2BSA4OLjQvuzsbC5evGjullLZJk2aRNOmTXnzzTcLbM/MzCz0dXX/27JFUi9tHZJMK8zOTovBUHQSICPTorpwc0sxJ89NmtzA2bl03SMs0esNJCenYTSCg4OOhg3rMGRIC1q08MPDo3D3Gj16jmmOmZPno5qjZKmKXz67KqkNahZlLqKNoej5DQa9nm0rl+CckUA/rhWzfEvZGUux+qElfbdtY+kTT1glhrCwMDIzM2nVqpVN1LWqVCrS09MJDw8nPDwcFxcXc2Jdmh7LtqxFixbcf//9bNmyhV9++YXnn3/evO+zzz4jISGBp556yvxziImJISYmhrp161p1qfdVq1axdu1aDh48WOBn3rZtW7Zs2UJOTg5arZYNGzaYtwvrkpFp66jZzxg2wMnJnqSk9CIXb3F2lpFpoQwHh0waN/53pUEvr5IXBSmK0WgkOTmD7Owc7Oy0+Pq6c9ddbWnbtiHe3m4WR5xC1CHm5Hmfdh9JqvJfv7LNyJjBfTn3FbnfaDSyf/M60m9e41HNDeyM1h0NUqeUL5luff48jpmZpFtpVPbmzZtkZmbSrl07m0tIU1JSSElJKdRqzxZeGJTHDz/8QK9evXjhhRdYvXo1bdq04cSJE2zfvp0mTZrwxRdfmI/9/vvv+eCDD/jf//7H9OnTC5xn7Nix5q8jIyMLbZs6dSpt2hR+kZmYmMjLL7/Mq6++SteuXQvse/XVV3niiSfo27cvHTt2ZP78+QQEBNCvX7+K33FRgCTT1mFbz3Y1kIeHM7GxydjbW+7Z6uycjkplwGismU/oovrQaHJo2PCWefTZzy+mQoulpKdnkZ6ehVarxsvLlT59WhMQYKp7tlTeFKmKLLBYyg31jQreo6rxXPpzvJD9QrHHnDt6iKtnT/Ko3S1cDdYfUdeklP8drE4nTrD/zjutFkt8fLy5dZ4tlk4YjUaSkpJISkoyt9qrV68edevWrVFlBi1atODo0aO8//77bNq0iS1btuDn58ekSZN4//338fHxKdV5FixYUOy2sWPHWkym33rrLRwcHPi///u/Qvsef/xxwsPD+eabbzhy5Ah33XUXc+fOrbEvbJQkZR7WIa3xFLZx43H27AnG1dWxyGNmz36MlBRZuEVYl0plwMcnzly20bBhFDqdvtzny79YipubIy1a+NG5c3OaNPG2+GIxiST2aveaE+gQTUhF7o4i7s24lz8z/0RD0ROJr1++wLaVS3jQIZHm+vhKiSPp+924xZavY0m2RsNn772HwcqJop2dHYGBgTg714znLo1Gg6enJ/Xr18fT01PpcISwivT0dLKyqk/JnK2SkWmFeXu7kZVV/MQtF5d0SaaFVXh4JOWWbZhKNxwdy/8kmpOjJzk5DZVKhYODHU2aeNOlSwuaN/e1+OIwm2wOaw6bk+fjmuPkqMo/aVFpLbNasjBzYbGJdEJMNNtXLeMuxwya51ROIg3gkJJa7tvq9HqahodzuUkTK0YEWVlZHDt2jA4dOlRJe7XKptfrzbXDOp3O3BGkuvbZFqI0ZGTaOiSZVpinZ8lPxDIJUZSXk1O6ue65adNI3N1Tyn0ug8FISko6OTl67O11+Pl50q9fAK1bN8DLy6XQW+BGjJxRn2Gndie7tbvZr91Pqqr8SV914pntycqMlbhRdM/ijLRUNv2xgHb2mXTOuVlpseRkGbDLLHs3j/zu37CBOVZe7Q5M/6hPnjxJ27Zt8fX1tfr5lZKdnc3Nmze5efMmDg4O1K1bl/r16+PoWPQ7jEJUR1IzbR2STCvM2dmhyMmHeSSZFqWl02XTsGFUbvJ8A2/v+ArVPaelZZKRYVospU4dV7p2bU/79o2pV8/DYv3iNdU1dmh3mOueo9XRFbxH1Y9Or2NZ5jKaGIseyc3JyWbLssX46FO423i9UuNJT8rGtYLn8I2KwiMpiYRKWtAkODiYzMxMGjVqVKPqjgEyMjK4fv06169fL9Bqz86ucEtHIaobGZm2DkmmFebiUnIy7eFR8RXSRM2kUhmoVy8md9LgDRo0iEajKf+TY/66Z3d3Rzp1akbHjs1o1KgudnaFny7iVfHs1uw2L5hyWXO5InfHJvyQ8QPd9d2L3G80Gtm99k+M8VEMVF1HS+WO/GSlWKfesffevawfPNgq57Lk8uXLpKen07Jlyxo7kSwtLY2wsDDCwsJwcXExdwSxtc4monaQ1Q+tRx7hCnN2ti9xpKZOnYSqCUbYhDp1EswdNxo3jsTevuxLSefJzjbVPavVKhwd7WnWzIcuXVrQrJkPzs4OhY7PIIODmoPmlnWnNacxqGrPyMZb6W/xaM6jxR5zYs92oi6F8rjuBo7Gyq8J1ydbJ5nuevgwWx54gGxN8auyVkRkZCSZmZn4+/vX+AQzr9Xe5cuXcXNzw8/PDx8fnxr7QkLYnto+Kh0QEABAUFBQhc9Vs5/NbIBp8pbltnh5KtLfV9g+F5dU8zLdTZrcwNW1/L3HDQYDSUnpGI1G7O11NGjgxcCBHWnZsh4eHs6FXtgZMHBKc8qcPB/SHCJDVf7FWmzZsPRhvJv1brHHXDobRNDBPQx3iMNTXzU/J305Vj8sSrvgYE62b2+181kSFxfHqVOnCAgIqBWlEEajkcTERBITE7lw4QKenp7Uq1ePOnXqKB2aqOX0+vJ3byqvsLAwAgMDC2zTarV4e3vTo0cPXn31VfPy8bZEkulqwN5eR3HvtHh4JKNW6zEYKm/ESFQfdnZZNG5801y6UbduYrnPZTQaSU3NJDMzGzs7Ld7ervTs2Rp//0b4+rpbfFfkkvqSuWxjj2YP8erK60JhKzpmdmRO1pxij4m+cZ096/9igGMqDXOq8AVwsvUWduq3cWOlJ9MAycnJHD9+nA4dOuDk5FTp16suDAYDsbGxxMbGotVq8fLyon79+ri7uysdmqiFlByZbtasGY899hhgKo86efIkq1evZv369axevZrevXsrFlt5SDJdDTg62pGamllkuYdabcTDI5m4OI+qDUxUCY1GT/360eZ2dfXrR6NWl6+OzWg0kpGRTVpaBlqtBg8PZ3r0uIMOHZrSsGEdtNrCL8iiVdHm5HmXdhfX1NcqepdqlHpZ9VieuRwHCpe95ElNSmTLssV0dczEP6dqJ12qy7mUuCUuqanUv/X/7N13eJRl9vj/9/TJpE16D0mAUEOo0kG6CBZWbNhX19VdXdddy9ftq+tn19Xfrus261oRRbCBVAHpNaH3koQkpNeZZPo8vz8GIpCeTE3u13VxATP3PHMCKWfuOfc55Vzo4MCO7jCbzU2t83pjMmm32ykvL6e8vBy1Wt3Uaq+n9OUW/J8vk+mMjAyee+65K277+9//zh//+EdefPHFphHygUIk034gMjKUmpqGVqcgAkRF1YlkuseQiImpaSrbSEkpQ63uem2t1WrHYDAhl8sJDdUyYEAiI0dmkJYWS1BQ87fRG2hgh3JHU+nGMfkxJJk4hNKSIHsQyyzLiJVaTy6tFgurl7xPH7mJ8fZiL0bnojS6b2caYPq6dXx0991uvWZrHA4HBw4cYPDgwcTExHjlOf2R1WqlpKSECxcuoNPpmlrtabWtv4AThO7yt5rpe+65hz/+8Y8cPHjwiturqqp4+eWXWbVqFaWlpYSFhTFp0iSeeeYZBg8e3Ow6VquVt956i2XLlnH69GkkSSI5OZkZM2bwzDPPtNv3/l//+he//e1vmTx5MosXLyY0tP1+SSKZ9gPR0aEcP17UZjIdGdn1t/oF3wsLM1xW91xCcHDXdxMdDicGQyOSJKHVqklJiWbkyFH065dAeHjzt8zt2MlR5DQlz/sU+7DJun5osbeQO+W8b3mfIc4hra5xOp1sXL4EXWMtsyjEF0fLVN0Y2NKSvmfOEGw20+ClRE6SJI4ePUq/fv1ITk72ynP6K5lMhslkorCwkMLCQoKDg4mNjSUhIQGVqu2zNYLQWf6WTF+iuOwQdGVlJbNmzSIvL49JkyZxyy23UFBQwFdffcW6detYvnw548ePb1pvMplYsGABu3btom/fvixatAiNRsPZs2d57733uOOOO1pNpiVJ4ve//z2vvfYaN998M2+++WaHz3WIZNoPxMXpsVptQOsN/0UyHVi0WjOpqaVN/Z4jIrre3lCSJAwGM3a7HbVaRVxcOJMnD2LQoGRiYsJaLA86IT/RlDzvUO6gXiYOsXbWn8x/YrZ9dptrdq1fhaGkgNsVxagl3/xg0hrcPwhn1L59bJk0ye3XbcuZM2cwm81kZGSIjhcXNTQ0kJeXR15eHmFhYU2t9sS/j9BdTqfT79riffDBBwBXJMe///3vycvL4xe/+AW/+93vmm5ft24dt912Gz/96U/Zt29f09fEiy++yK5du7j99tv5z3/+c0ViXldXd8XfL2e323nsscf45JNP+NGPfsRLL73Uqa8zkUz7gdjYlg+CXU509PBvSqWdpKTyptKN+Piqbg1LMZmsmExWVCoFEREhTJkyiKFDU0lMjEShaP4FfkF2oanueYtyCyXykm5+RL3b/ab7+YntJ22uOZ67h3OHclmoLifU6Z72dJ1lszhQW93/3FM2bGDbxIk4vTxgpaioCLPZzKBBg1r9oddb1dfXU19fz9mzZwkPDyc+Pp6YmJgeNwRH8A5f70qfO3eOP//5z8D3BxC3bt1KbGwszz//POAq11i+fDmRkZE89dRTVzx+9uzZTJs2jU2bNrFr1y4mTJiA3W7n/fffJywsjJdeeqnZ95DWzmY0NjZy//33s27dOp577jmeffbZTn88Ipn2A5GRIe3+4BC9pv2LTOYkLq6qqXQjObkcpbLrbYZcw1JMKBQKwsKCyMpKZcSIdFJTY1os/6mnnq3KrU2HBk8pTnXnwxEuM9k8mVesr7S55kL+OXavX8O8oBriHL4bkW422PHEm/8KSaJvXh6nMzI8cPW2VVZWNrXOE6UNzTmdTmpqaqipqeHkyZNERkaSkJBAZGSkr0MTAoivk+m8vDxeeumlK26Li4tj9erVZFz8vnPq1CnMZjOTJ09usevP5MmT2bRpE4cPH2bChAmcOnUKg8HAtdde225d9CVms5mbbrqJnJwc/v73v/PAAw906eMRybQf0Ok0aDRt/1cEBVkJCjJjMokDKb4SEVHf1K6uT58StNqu7wja7Q7q6xuRyWQEBanp0yeGUaP6kpERR2ho83IfK1b2KPY0Jc+5ilwcMu/3CO3pMqwZfGT5CGUb3xrrqqvYsPxjJulM9LP7tm2g1U0DW1oye9UqTj/2mMeu35b6+vqm1nlBQa2Xv/V2TqeTyspKKisrUalUREZGkpSU1KEDU0Lv5ose05ebMWMGy5cvB1wvoJcsWcLvf/977rzzTjZs2EBISAgGg6s8srXDyXFxcQBN6+rrXe/gJyQkdDgOo9HIoUOHiIyMZPLkyV3+eEQy7SdCQrTYbI4237KLjKyjuFgk096i05no06ekKYEOD+/6DqTTKWEwmHA4HGg0KuLjI5gxI4sBA5KIjAxp9v8uIXFYfripdGOncieNssbufkhCG8Lt4Xxu/pxwWm/TZjY1subj9xiksjLS7vtSGrsbB7ZcLbqykqjaWqo6uMPjbiaTiZycHLKzs0Vy2AE2m42ysjLKysrQaDRER0eTlJQkXowILfL1zvTloqOjefzxx6mrq+OVV17hT3/6E3/5y1+avu4rKlpuN1peXg7QtO5SGUdJSce/N0dHR/Pqq69y1113MX/+fFasWEH//v07/TGIZNpPREeHcf58JWp16/8lrmQ6zotR9S4qlY2UlLKm5DkmpqZbdc+NjRbMZhsqlZKoqBDGjBnKkCGpJCToWzzYcF52vunQ4BblFirlld38iISOUjqVfGL+hDQprdU1DruddZ9+SLTdwFSpEH+oVHV6MJkGmLR5M1/ddJNHn6Mtdrud3Nxchg4dKiYGdoLFYqG4uJiioiJ0Oh0xMTEkJSX1iomTQsf4eme6Jb/85S9ZvHgx77zzDo8++iiZmZlotVpyc3NpbGxsVuqxbds24Pux4P379ycsLIzc3Fxqa2s7XOoxY8YMlixZwqJFi7jhhhu6lFCLI8F+IjU1BpOp7R+MUVGio4c7yeVOEhPLmTDhAIsWreKJJxZz663rueaao8TGdj6RtlhsVFUZqK117WCPGpXBT34yh+efv52nnrqJ2bOHk5QU2ZRI18hq+Er5FU9qn2REyAiGhQ3jZ7qf8bn6c5FIe9k/Tf9kvGN8q/dLksSWlZ/jrC7jOopQ4ien4D2cTA/fvx+1ves90N1BkiQOHz7MhQsXfBpHILrUau/8+fPs3LmT3NxcioqKsPv4/1TwLX/s5AEQFBTEE088gc1m4+WXX0atVnPLLbdQVVXF3/72tyvWfvvtt2zYsIGMjAzGjRsHuMaS33///dTX1/Pss882e8FQV1eH0Whs8bmnTZvGJ598Ql1dHfPnz+fUqc6dQ5LV1tb6379oL3T6dAlvvLGWqKiwVtfk5SWydOkcL0bV80RF1TZ13EhNLUWj6Xq/ZZvNgcHQiFwuQ6fTkJ4ex6hRrmEpwcHNy3HMmNmp3Nm0+3xYfhinzH/eauutnjQ9ye+tv29zzf5t33Fi5xZuU5cQ6XTvkJTuKPvsKHHHTnv0OVbefDM5w4d79Dk6KjU1lfT0dNHBwg0udQSJjY0VrfZ6GZvNRmOjb8oGCwoKyM7OvqJm+nJms5kRI0ZQUVHB3r17CQ0NZebMmeTn5zNlyhRGjx7N+fPn+fLLL1Gr1c36TJvNZhYsWMDOnTvp27cvM2fORKPRkJ+fz4YNG1i9ejXDhg0Dvt/RPnz4cNPjN2/ezJ133kloaChff/01AwYM6NDHJco8/ERHOnokJIjdys4KCWkgLa3k4qjuC4SGdj0Rcjqd1NebcDqdaLVqkpIiue664WRmJqLXNx8B7MTJAcWBpuR5j2IPZpn7Rj8L3TffPJ/fWX/X5pq8E0c5uP07FgTVEOnwn0QaQGn0/A/EGatXk5udjeQHCez58+cxm80MGDBAtM7rprq6Ourq6jh9+jR6vZ6EhASio6N9HZbgBf5Y4nGJVqvlySef5JlnnuEvf/kLb7zxBhs2bOCvf/0rq1atYufOnYSFhTFv3jyeffbZZhMQtVotX375JW+++SZLly7lgw8+QKFQkJyczAMPPEBqamqbzz916lQ+/fRT7rjjDm644Qa+/vprBg4c2G7cYmfaTzgcTn7zmyWEhbV9WOTNN2+hpqb13eveTq22Ng1L6dPnAtHRXS+NkSQJo9GM1WpHrVYSExNGdnYagwenEBfXcm/wM/IzTR03tiq2Uiuv7cZHI3hSliWLdeZ1BLUxLKmy9ALffPgO07UGhtrLvRhdxxj+uZnQas93FPnfj39MYSdOyHuaXq9nyJAhonWemymVSiIiIkhMTOxwvakQeBoaGkSpj5uJnWk/oVDI0enaPxySkFAhkunLKBQOEhPLm3afExIqkcu79vpQkiTMZhsmkwWFQo5eH8y4cf0ZNiyN5OQolMrmO2EVsoqmnefNys0UyYu6+yEJXhBni2OZZVmbiXSDoZ61n3zASK3FLxNpAI2bR4m3Zubq1bz7wx965bk6ora2lv379zNs2DC0Xhp73hvY7XYqKiqoqKhArVYTFRVFUlISwcHN33kTApc/70wHKpFM+xG9Ppj6+sY269fi4ys5dqyvF6PyNxKxsdVNw1JSUkpRqbr+jcFqtWMwmFAo5ISEaBk0KIkRI9JJS4tFq23+4saIkR3KHU0J9HH5cSSZeHMnkAQ5glhmXkac1HpnHJvVytpPPiBVZmKC3T9fIHlq+mFLUs+fJ7SxEUMLgxN8pbGxsal1XkhIiK/D6XGsVislJSVcuHCBoKCgplZ74sVLYPPXw4eBTiTTfiQpKZKysjqCgzWtrumNddNhYYamnee0tAvodF3vYOBwODEYXHWmWq2a5ORoRo3KoG/feMLDmycKduzsU+xr2nnep9iHTdb1Q4uCb8kkGe+Y3iHLmdXqGqfTycbPP0FjrGIWRX7b8shcb/PI9MPWjNmzh43XXuvFZ2yfzWYjNzeXrKwsIiIifB1OjySTyTCbzRQVFVFUVERwcDAxMTEkJiaKMpsA5E/9pXsSkUz7kdTUaHbsONFmMh0XV4Vc7sTp9Ncf8d2n1Zov7jy7EuiICEOXryVJrmEpNpsDtVpJfLyeKVMGMWhQMtHRYS3WPR+XH2/aed6h3IFB1vXnF/zLH01/5HrH9W2u2f3tGuqL87lNcQGN5L9vh3py+mFLJm7ezOYpU3D4WecHp9PJwYMHGThwIPHx8b4Op8draGigoaGB/Px8wsLCiI2NJT4+XhwIDRCixMMzRDLtR+LjI5DJ2v5BpVI5iI6uoby85wwwUCrtJCWVkZbmKt2Ii6vq1rAUk8mK2WxFqVQQGRnClCmDGTo0lcTESBSK5v++F2QXrhiWUiov7eZHJPiju0138zPbz9pcc/LAPs4c2MtCTQVhTs/2cO4uu5eTabkk0f/MGU5kZnr1eTvqxIkTmM1m+vTpI1rneUl9fT319fWcPXsWvV5PfHw8MTEx4t/fj4lk2jNEMu1H4uLCUSrb3/VJSKgM6GRaJnMSH191sV1dCcnJ5SiVXf8Ct1hsNDSYkcvlhIUFkZWVyogR6aSmxqDRNH8bso46tiq3No3qPq3wbJ9ewfcmWCbwd+vf21xTUpDHzrXfcH1QHfGOlhv7+xNPTz9syexVq/w2mQbIz8/HbDaTmZkpeid7kSRJ1NTUUFNTw6lTp9Dr9SQmJhIZGenr0ISriGTaM0Qy7UdUKiWhoVokSWrzlX18fCUHD3askbi/iIiou9iuroQ+fUrQaru+q2a3Oy4e1JQRFKShT58YRo501T2HhDQ/HGPFym7F7qbkeb9iPw6Z+IbSW6RZ0/jY/DGqNiqM62uq+XbZx0zQmelvr/ZidN1g8H7P8ojaWmKqq6nw4ySptLQUi8XCkCFDUCrFjzhvczgcVFVVUVVVhVKpJCoqisTERMLCRBcqX5MkSdRMe4j4TuNnkpKiycsra3FH9ZLExAovRtQ1Op3p4oFBV+lGWFjXW3g5na66Z6fTiVqtIjFRz8yZwxgwIJGIiJBmLzwkJA7JDzUlz7uUu2iU+Wbak+BbofZQPrd8jh59q2ssZhOrF7/LALWF0fYS7wXXTXKDbwbITN20iWW33OKT5+6ompoaDhw4QFZWFhpN62dQBM+y2+2UlZVRVlaGRqNparWn86OuML2J2JX2HJFM+5nBg5M5fDi/zWQ6OroWlcqGzeY/J6nVahvJyaVNu88xMTXdqntuaLBgtdou7myEcM01WQwZkkJ8vL7Ft28LZAVX1D1Xyau6+REJgU7hVLDEvIQMZ0araxx2O+s+/YgIu5FrpSICqdJTafRNMj3k8GFW3nADZnX7ffF9yWg0NrXOE32Sfc9isXDhwgWKi4vR6XRNHUHEix3vEYNaPEck034mNTW63Vo/udzVa7m4uPU+uZ4mlztJSKho2n1OTCxHoeh670qz2UpDg2tYSni4jtGjMxg+PJ3k5ChUquafptWyarYotjQl0PmK/G58NEJP9A/zP5jkmNTq/ZIksW3VV9irSviBvAgVgfX2p9pLA1takn3oELtHj/bZ83eU1WolJyeHYcOGiYl+fkImk2EymTh//jwFBQWEhoYSGxtLQkKCKMvxMJFMe474zPUzMTFhLU7au1pCQqXXk+no6JrLhqWUoNF0/QvTZnMNS5HJZAQHa+nbN55RozJIT49Dp2u+U2HCxE7lzqbk+bD8sBiWIrTqcdPj3G27u801h3ZupejkYW5Xl6FzBl7vcG2D75LpaWvXsmfUKKQA6NrgdDo5cOAAgwcPJjY21tfhCJeRyWQYjUaMRiN5eXmEhYURFxdHXFycOEDqZpIkiTIPDxLJtJ+Ry11jrO12R5uHEJOTy9i3b4hHYwkJaSAt7UJT6UZISNffVnYNSzEhSRJarYrExEiuu24EmZmJ6PXN34J14mS/Yn9T8rxHsQeLzL9blQn+4TrzdTxvfb7NNQWnjrN/2yZu1tYQ5fBNuUR3WM0O1FbfvQDQ2Gz0KS4mPznZZzF01rFjxzCbzaSkpIjWbX5IkiTq6uqoq6vj9OnT6PV6EhISiImJ8XVoPYJIpD1LJNN+KC0thsOHz7e4Q3tJamopIIEbqzw1GgupqaVNu89RUXVdvpYkSRiNZqxWO2q1ktjYcCZOHMjgwcnExoa3+MPstPx006TBrcqt1Mm6/vxC7zTYMpj/Wf6HrI2vi+ryMjZ/tYxpQQ30sQfm55i53oavK5Znrl7N2z/6kY+j6Jxz585hsVjo27ev2Pn0Y5e32lMoFERGRpKYmChKdbpBlHh4lkim/dCgQcns2XO6zWQ6KMhCTEwNFRVdb1GlUDhISipvGtMdH1+FXN610glJkjCbrTQ2WlEq5UREhDB+/ACGDetDUlJki6Ur5bLyKw4NFsmLuvyxCEK0LZpllmXoaL1TQKPRwJol75GttTDMXu7F6NzL5uWBLS1JKi4m3GikLiTE16F0SnFxMWazmUGDBoka3QDgcDioqKigoqIClUrV1BEkJMA+73xNJNOeJb6T+KHk5KgWJ/VdrU+fkk4m066Di66yjQukpJShUnX9rR+r1VX3LJfLCA0NYtCgZEaMSCctLRattvm+mREj25Xbm3afjymOdfm5BeFyGoeGZeZlJEqJra6x26ysXfI+SZiYaC/2YnTuZ/fBwJaWjNu5k7WzZvk6jE6rqqri4MGDZGVlofbzriTC92w2G6WlpZSUlBAUFER0dDSJiYkEBQX5OjS/JuqlPU8k035Irw9GrW6/7V1qakm7ddPh4Yamjht9+lxAp+v6D2GHw0l9vatfc1CQmpSUaEaOzKBfvwTCwpp/M7NjZ69ib9PO8z7FPmyywDvoJfg3mSTjbfPbDHcOb3WN0+lk0xdLURmrmE0hCgL78Kovph+2ZNz27WyYPh27ov1D0/7GYDCQm5tLdna2SMYCjEwmw2w2U1RURFFRETqdjtjYWBITE1Gp/KdlrL8QibTniWTaD8lkMiIjg2lstCGXt177mZpaikzmRJK+38UOCjKTmlrSdHBQr+/6WGSnU8JoNGG3O1GrFcTHRzB16mAGDkwiOjqsxbrnY/JjTTvPO5Q7MMgMXX5+QeiI35p+yw32G9pcs3fjOqrPn+V25QW0Ug/4wWL0/vTD1gw8dYojgwb5OowuMZvNTa3zxIS+wNXY2Eh+fj75+fmEhoYSFxdHfHw8igB8kecJosTD80Qy7af69Utk165TLY7HvkSjsZGUVI5S6WjquBEXV9WtYSkmkxWz2YpSqSAqKpRRo4YwdGgqCQkRLZaeFMuKm5LnzcrNlMnLuvbkgtAFd5ju4Be2X7S55tTBXE7m7mKhpopwp3/s6HaXwgejxFsza9WqgE2mwZVo7N+/nyFDhhAdHe3rcIRuMhgMGAwGzp49S3h4OPHx8cTExPTqA6diZ9rzRDLtpwYMSGTz5qNtJtMAd921ulvPY7HYaGgwI5fLCQsLYtiwNEaMSCM1NQa1uvmnRy21bFVubRrVfUZxplvPLwhdNdYyln9a/9nmmrLCAnasWcF1QQYSHD3nXRKlodHXITQJMxiIr6igNIBbmEmSxJEjR+jXrx/JAdTuT2idJEnU1tZSW1vLqVOniIiIICEhgaioKF+H5lWSJImdaS8QybSfSkmJ7tDwls6y2x0YDK6+ujqdhj59Yhg1KoOMjPgWE3cLFnYrdjclzwcUB3DIxKtcwbdSrCkssSxBRev1kYbaGtYtXcw4nYUB9p41Xt6X0w9bMm3DBpbccYevw+i2M2fOYDab6du3r+hF3YM4nU6qqqqoqqpCqVQSFRVFYmJiryjtEbvS3iGSaT8VFKQmPFyHJEnd+qbudLqGpTgcTjQaNYmJembOHMaAAYlERIQ0u7aExEH5waayjV3KXTTK/GcXTBBC7aF8bvmcSKn1TjYWs4nVH79Hf5WFMfYLXozOOzQN/vU1mXniBEEWCyZN6+08A0VRUREWi4WBAweKmtseyG63U1ZWRllZGRqNpqnVnk7XekvNQCZ2pb1DJNN+LDMzgf378wgObrvU43KSJNHQYMFqtTXVPV9zTX+GDEkhPl7fYt1Yviy/qd/zVuVWquQ9axdP6DkUTgUfmT+iv7N/q2ucDgfffvYx4dZ6pkuF9LRKSavJgdrmf11xRu7fz/Zx43wdhltUVFRgsVjIysoS3SF6MIvFwoULFyguLkan0xEdHU1SUhKaHvCi8BKbH36v6IlEMu3HsrPT2LXrVLvJtNlspaHBglIpJzw8mDFj+pKdnUZychQqVfP/4mpZdVPZxnfK7yiQF3jqQxAEt/r/zP8fUx1TW71fkiS2r/kaS3kxNymKUOH0YnTe4Q/TD1sydf16do4di7OHlEfU19eTm5vLsGHDROu8Hk4mk2EymSgsLKSwsJDg4OCmVnuBPNjH6XTidPa874H+KHA/S3qB1uqmbbZLw1LkBAdr6d8/gREjMkhPj21xaqIJEzuUO5qS5yPyI0iywO6zK/Q+j5ge4X7b/W2uObJ7O+ePHeQ2dTnBzp65I2P1g+mHLVE5HKQXFHA2Lc3XobiNyWQiJyeH7OxsQkNDfR0OAFu3buXLL7/k9OnTmEwmoqKiGDx4MI888gixsbFtPrampoZVq1Zx8uRJTp06RWlpKQDfffddq49ZuXIln376KZWVlaSnp/Poo4+SlZXVbN3evXt59tln+cc//tHi/YGkoaGBvLy8Zq32Aq0jiNiV9h6RTPsxjUaFXh+MzeZoGpai1apISori+utH0q9fAnp9cLPHOXCwX7G/KXneq9iLRdYzWoIJvdNM80z+z/p/ba4pPHOSnM3fcmNQLdEO/6opdie70T+TaYBZq1dz9tFHfR2GW9ntdnJzc8nKyiIysjMTZ91LkiT+9re/sWLFChITE5k+fTpBQUFN0xxLS0vbTabz8/N56623kMlkJCcno9VqMZtbb7P43Xff8corrzB06FDGjx/Pli1bePrpp/nggw+ueC6z2czf/vY3brjhhoBPpC8nSRL19fXU19c3a7UXCAdURb2094hk2s+NG5dJbu45Jk0ayKBBycTGhrf4RXxKfqoped6m3Ea9rN4H0QqC+w20DuQ9y3vI26h+rqkoY+MXS7lWZyLdXuu94HxA8qMe01eLKysjor6emh7WJUGSJA4dOkRmZiaJia2PrPek5cuXs2LFCm6++WYef/zxZocjO5I49enTh3/84x/0798fnU7HPffcQ2FhYavrv/nmG1JSUnjttdeQy+X84Ac/YNGiRaxfv5677rqrad0777yDzWbj4Ycf7voH6OecTic1NTXU1NRw6tQpIiMjSUhIICIiwtehtUi0xPMukUz7ualThzB1avOR4WWysqbkeYtyC8XyYh9EJwieFWWLYpl5GSGEtLrGZDSyZsn7ZGutZNt7wdAgP06mASZs28Y311/v6zA84tSpU1gsFtLS0ry6M2mxWHj//fdJTEzksccea7HLSEdqeyMjIzu1u15eXk6/fv2ayhvi4+MJDw+nvLy8ac2JEydYvnw5L7zwAsHBzd8p7YkcDgcVFRVUVFSgUqmaOoKEhLT+fcrbRCLtXSKZDhBGjGxTbmuaNnhccdzXIQmCR6kdaj6zfEay1PoQDbvNytpPPyBeamSSo8iL0fmO3GjydQhtGr1nD+vmzMHWQ9vKFRQUYDabGTBggNdqaPfu3YvBYGDu3Lk4nU62bNlCYWEhISEhjBo1ymODZmJjYzl79ixOpxO5XE5ZWRl1dXVNJR52u52XX36ZyZMnM3HiRI/E4O9sNhulpaWUlpai0WiaOoL4+tCqSKa9SyTTfsqGjb2KvU3Jc44iB7tMfHEIvYNMkvGG+Q1GOka2ukaSJL77ahmK+gquoxAFveNQrcqPph+2ZsixYxzoQbWzVysrK8NisTBkyBCvtM47deoUAHK5nAcffPCK0gy5XM7ChQv5yU9+4vbnnTdvHn/4wx/4+c9/zsCBA9m6dStqtZpZs2YB8Mknn1BeXs5f//pXtz93ILJYLBQXF1NUVERwcDAxMTEkJiaiVnu//444fOhdIpn2I0flR5uS5x3KHRhlRl+HJAg+8Zz5ORbYF7S5Zt9366nMP83tyhK0Uu+Z8qU2+n8yPXPVKg5mZfXolze1tbXs37+f7Oxsj/clrqmpAWDp0qVkZmby+uuvk5qaypkzZ3jllVdYunQpSUlJ3HTTTW593muvvZYnn3ySZcuW8fXXX5ORkcGvfvUrYmNjKSws5IMPPuCJJ54gKiqKxYsXs2zZMurr68nKyuKpp57qtaPZZTIZjY2NFBQUUFBQQEhISFNHEG+02nM4HEhST/7q8z+y2tpa8S/uI0WyIjYpN7FFuYXNys2Uy8vbf5Ag9HALTQt52/p2m2vOHD7AjtVf8gNNFUlOg5ci8w/2F1eiDIC3cN969FEuxMX5OgyPU6lUZGdne7Re9pVXXmHlypVoNBoWL15MdHR0033nzp3joYceIj4+no8//rhT1710ALGt1ngtkSSJn//858hkMv7+97+zceNG/vSnP/HAAw8wcOBA3njjDRwOB//73/8Crp2cJ8lkMsLCwoiPjyc2NtZj/zZmsxmLRXTw8iaxM+1FtdQ2Jc7fKb/jrOKsr0MSBL8y2jKa/1j/0+aa8qJCtq/+mtlBRpLsvSuRtpjsaAIgkQaYsW4dH95zj6/D8DibzdbUOs9TnR0uHewbMGDAFYk0QEZGBgkJCRQXF2MwGLzSD3vlypUcP36c//3vf8hkMpYtW8aoUaO49957AQgKCuLxxx9n3759XHPNNR6PJ1BIkkRdXR11dXWcPn2aiIgIEhISiIqKcuvziHpp7xPJtBfsVOzk19pfc1BxEIes97wdLQidkWRN4lPLp6jbmO9nrKtl3dIPuSbIzEB7pRej8w+WehuBMug44+xZgk0mGnrB9ECn08nBgwcZOHAg8fHxbr9+SkoKQKu735dut1o934O8qqqK119/nfvuu6+pjKOwsJD58+c3renfvz8A58+fF8l0K5xOJ1VVVVRVVaFUKomMjCQxMZHw8PBuX9fhEHmGt4lk2gtCpBBylbm+DkMQ/FawPZjPLZ8TJbW+Q2M1m1n98Xv0VVq4xn7Bi9H5D2t9YB0qGr1vH5snT/Z1GF5z4sQJzGYzffr0cWvrvBEjRgCuTiJXs9vtFBcXo9Vqu52IdcSrr75KfHw8t99++xW3X37g7dKfA2GwiT+w2+2Ul5dTXl6OWq1uarXXlVaD4uChb4hiJi8Y6hxKrLPtyVSC0FspnAo+tHzIAOeAVtc4HQ6+Xf4xoeZaZjgKe+03LocxsOogJ2/ciMLp9HUYXpWfn8+pU6dwuvHjTkpKYsyYMRQXF7Ny5cor7vv4448xGo1Mnjy56XBbbW0tBQUF1NbWui0GgC1btrB9+3aefvrpKw7S9enTh7179zaVF+zatavpdqFzrFYrJSUl7N27l927d3Pu3Lk2p1ReTSTTviEOIHrJw0EPs1S91NdhCILfeaXhFR6yP9Tq/ZIksX3VV5SdOMhtimJCJP8dp+1pJVuKSNi0z9dhdMqSe+7hVN++vg7D6yIjIxk8eLDbujcUFxfz2GOPUVNTw7hx45q6eeTm5hIXF8d//vOfptrbd999l/fff5/77ruPBx544Irr/PnPf27687Zt22hoaGDOnDlNty1atKjFJNhoNHLfffcxY8aMZm34Nm7cyPPPP09WVhb9+vVjzZo1JCQk8Pbbb4sDiG4SHBxMbGwsCQkJrbZjdDqdGAy96xyJvxBlHl4yzT5NJNOCcJUfmX7UZiINcHTvTvKPHuBWTQUhzt6bSAPI/Hz6YUtmrV7Nqcce83UYXlddXc2BAwfIyspyS+u8pKQk3njjDf73v/+xZ88e9u3bR2RkJDfffDP33Xdfhw8/rl27ts3brrvuuhaT6ddffx21Ws0Pf/jDZvdNnz6d8vJyli1bxokTJxg2bBi//OUvRSLtRg0NDeTl5ZGXl0doaChxcXEkJiZeUUrjjZp5oWViZ9rD6k31nCk5w3fF3/H8vOdBlJAJAgDTzNNYZlmGgtYn5RWePcWG5R9zg7aWDEet94LzU+WfHib2ROB1AfrXz39OlV7v6zB8Qq1Wk52d3WtGbQveo9FoSElJITo6GrVajdFodGt5kdBxYmfazcxWM/nl+ezP28+Z0jMYTAYkSSIkKISEygRKYkp8HaIg+Fx/a38+sHzQZiJdU1nOps+XMiXITIa91nvB+TFlAEw/bMnkzZv50s0DRQKF1WolJyeH7OxsrxwQFHoPi8XCmTNnOHPmDBEREaJG3YdEMu0GZquZ9YfWc6zwGDXGGhxOB0GaILQqLREh37/11u98P5FMC71ehC2C5eblhNJ6P1xzYwNrP36fIVoLI+ylXozOv6mNDb4OoUuy9+9n9bx5WLww/c0fOZ1O9u/fz5AhQ4iJifF1OEIP5OkpnELbREGTG9Sb6tlwaAMOp4Pw4HAiQyMJUgc1awvUv7C/jyIUBP+gcqhYallKqpTa6hq73caaTz4g1tnAFHuRF6Pzf9qGwNyZBsg6fNjXIfjc0aNHKSwsFKOeBbfz1MAgoWNEMu0GMWExhOvC2+2pGVMTQ7hBvM0n9F7/Nf+XMY4xrd4vSRKbv16OrK6c66QilIik4xJLoz0gxoi3ZvqaNchEEsnZs2c5c+aMqG0V3CY4OFjsTPuYSKbdQCaTkRqditXe/knafuf7eSEioUOcwL+AkYAOCAOmAF934hrX4jpU2tavD696zFvAQCAUGA9sb+Xa6wBFG/cHmKdNT7PQvrDNNfu3bqT87ClukJUQROAmjp5gDrCBLVcLslhILhFlbuBqc3fs2DExqU5wC7Er7XsimXaTUX1HYTC139+x/3lR6uEXJOA24HGgHngQuAM4CdyEK8nuiPuB37fw61e4EmkFMOOy9cuAh4Hoi7+XAnOAwquu2wg8AvwYmNiZD8w/3Wy6mV9bf93mmrNHD3N411bmayqJkAKvBZyn2QyB3/Zq5po1vg7Bb1RWVnLgwAHRzkzoFplMhr6XdsrxJ73zNIgH9Evoh0LeemeCS1LKUtBatJg1IlnwqeUXf00E1gNBF2//P2A08BQwH0hr5zr3t3F9CbgeSLzs9reAAcAWXC9lfwZkAIuB/3fZut8AVuAvHfhY/NwIywjesL7R5pqKC0Vs/eYLZgU1kGyv91JkgcXRA5Lp1PPnCW1sxKDT+ToUv2AwGMjNzSU7O5ugoKD2HyAIVwkLC3PbYCCh68TOtJuEaEPQB+vbPVgil+RkFGV4KSqhVV9d/P1XfJ9Ig2vH+EnAArzbjeu/c/H3B6+6vRAYzvdfeX0uPuf5y9bsBV4D/oOr9CSAJdgSWGpZiobW6/ka6utY9+lHjAmyMNhe4cXoAoszAAe2tOSa3bt9HYJfMZvN5OTkUF8vXkQKnRcdHe3rEAREMu1Ww9OGd6jUQ9RN+4FL3dbSW7jv0m0bu3jtImAtkADMu+q+FOAgrnptcCXRlcCl5hZ24CFgAXBjF5/fTwTZg1huXk6M1HorMKvFwuqP3yNNbmKcvdiL0QWeQJx+2JIJW7agEIfvrmC329m/fz+VlZW+DkUIIBqNhpCQEF+HISCSabcakTECh7P9AyUZRRko7eJtGZ+69GI+r4X7Lt12qovXfhdXsnwfzQupHgJO4Dq4+NTF34OAuy7e/1dcu9f/7OJz+wm5U84Hlg8Y7Bzc6hqn08nG5UvQmeqY6SwU34zaITeafB2CW8glicwzZ3wdht+RJIkjR45QXCxeVAodExUV1W4XMcE7xM8vN4oLj0Onab8WUGPXiFIPX5t78fe/AJdv+FUBr178c20XrivxfXnI1SUeALcC/wXKgNeBOFy72Cm4kvcXgJeB+IuxxQMqYBpwugvx+MiL5heZZZ/V5ppda7/BUFLAfFkRasROZXtUxsDtMX212atW+ToEv3X69GnOnj0relELbZLJZERGRvo6DOEikUy7kUwmY0DiABot7f/QG3yu9R07wQsW4UpQtwJZuLp6PAIM4fs65a58dWzEtbM9FWitmucRXF1DjMBOXIcgJVzdPcYBPwSW4KrnfgxYCdTgKv0IgJzzAdMDPGp7tM01x3N2c+7Ifm5QlhMqBf7BOm9QB+go8Zboa2uJra72dRh+q7CwULTOE9qk1+vFwUM/IpJpNxvbfywma/tvx/Yt6ovaqvZCREKLlMBq4A+4vgreBD7H1RZv2cU1sV247qWDhw918nFvAbsv/i4D/gHMxNXVYw7wb+Aors4jfmyyeTIvW19uc01x3ll2f7uG6zQ1xDkDczy2L2gbeta/1dQNG3wdgl+rqKjg4MGD2GyB3V9c8IyoqChfhyBcRiTTbtYntg9albbddUqHksyCTC9EJLRKg6sn9Elc3TvKgTeASyWLozt5vRrgC0APtD2b5EolwDMXY7m0m30SV9ePS0Zc/P1EJ2Pyor6Wvnxk+QhlGx0366qr2LB8CZN0Jvo6arwYXWAzN9hR9LBdysFHj6IVPZbbVF9fT25uLmZzzzh8KriHVqsVBw/9jEim3UwhV5ASndKhaYiDzg3yQkRCpy2++PsdnXzcR7jqr+8C2n899b2f4upn/dRVt1ta+LOfnjUJt4ez3LKccMJbXWM2NbLm4/cYrLYy0l7a6jqhOUt9z0w6sw8e9HUIfs9kMpGTk4PB0H6nKKF3ELvS/kck0x4wPnM8RrOx3XVpJWnoTGJ4gc+01NZ1GfA/YAzwg8tur8S1K9xW56rWeku35XNc48vf5srOH4NwjRO/NFF71WW3+xmVQ8Wn5k9Jk9JaXeOw21n36YdE2w1MdRT662sCv9UTph+2ZPq6dcjFQbt22Ww2cnNzqRZ15r2eXC4XBw/9kEimPSAzMROlvP2DAXJJzsD8gV6ISGjRWGA28ATwLK4Dibfi2iX+DNco8Ev+hSuRbW3MeA6u/tEj+b4koz11uA4YPkHzkpIncCXv0/j+cGQWV44m9xOvmV9jnGNcq/dLksSWlZ/jrC7jOopQIpKnzuoJ0w9borbZSC0q8nUYAUGSJA4dOkRJSYmvQxF8SK/Xo1C0P21Z8C6RTHuAVq0lISIBu8Pe7lpR6uFDt+Ma3vIuromDZbgO/O3HNZmwM7py8PBpXOUgL7QS21+Bc7gOJY4DvsTvvmJ/YfoFd9rvbHPNge2bKT19ghvkJeik9r8mhOacRkv7iwLUrNWrfR1CQDl58iR5eXmidV4vJUo8/JOstrZWfEV6wP5z+/l428dEhrT9doyExOsLX6c+VIySFQLLfPN8PrR8iKyNoo28E0fZ8vVnLNDWkOKo82J0PUvpylPE5xzzdRge8+pTT1EnDlR1Snx8PJmZmcjlfvYKW/AYnU5HZqZoXOCPxFehhwxOGYxS0X6phwwZQ88O9UJEguA+wyzDeMvyVpuJdGXpBbas+JwZQQ0ike4muaFnTD9szbgdO3wdQsApLS3l0KFD2O3i3Z7eIja2K/1aBW8QybSHaFQa+kT36VBXj2GnhyHKSIVAEWeL4zPLZwQR1OqaBkM9az/5gJFaM0PsFV6MrmfqSdMPWzJuxw6UPaz1nzfU1taSm5uLxdJzy4AEF7VaTXh4692SBN8SybQHTRkyBYOp/XZG4cZw0i6keT4gQeimIEcQy8zLiJPiWl1js1pZ+8kHpMpMTLAXt7pO6Dh1D0+mAQadPOnrEAJSY2Mj+/bto6GHDfURrhQbG4tMJvog+SuRTHtQZkImGqWmQ2uzT2V7OBpB6B6ZJOMd0ztkObNaXeN0Otn4+RI0xipmOYvENxg3kJwS2oaen0zPFAcRu8xms5GTk0NNjRiE1BMplUrRDs/PiZ91HqRUKOmf2B+ztf3pVf3P9xc9pwW/9rzpea53XN/mmt3frqG+uID5smI0iLft3cHS6Ohx0w9bEmYwEF8hSoK6yul0cvDgQcrKynwdiuBm0dHR4qCpnxP/Ox42ZdAUGiztv/2mcCoYcnaIFyIShM67x3QPj9seb3PN8dy9nDmwl/nKcsKkntkX2Rd66vTDlkzbsMHXIQS848ePU1BQIFrn9RByuZzo6GhfhyG0QyTTHpYWm0aQuvWDWpcTpR6CP5pomcjfrX9vc01J/jl2f7uaOdo64p3tT/8UOs5qtPk6BK/JPHECnThM1215eXmcOnUKp9Pp61CEboqKikKpbL8zmOBbIpn2MLlcTlZqFg3m9neno+qiSCpL8kJUgtAxadY0FpsXo6T1b+b1NdWsX/4xE4NM9HeIccfu5qhvv0ysJxmZm+vrEHqEkpISjhw5IlrnBTCZTEZMTIyvwxA6QCTTXjB1yFQsto7ttojdacFfhNnD+NzyOXr0ra4xmxpZvfhdBqqtjLKLMceeIPXg6Yctmfrtt8hFiYJbVFdXc+DAAazW3lMq1JPo9XrUarWvwxA6QCTTXhCnjyMqNKpDb7kNzBuIxtKxDiCC4ClKp5Il5iVkODNaXeOw21m/dDGRdiPT7IVtjG8RukNm6F0700qHg/SCAl+H0WMYjUb27dtHY2PP7wjT04ghLYFDJNNecu3Qa6lrbH8KnMqhcg1xEQQf+of5H0x0TGz1fkmS2PrNl9irSrieIpRi6pDHyI09e/phS2avWuXrEHoUq9XKvn37qKsTk0gDRVhYGEFBHTtvJfieSKa9ZET6CBRyRYfWjjo+CplT7PMJvvG46XHust3V5ppDO7dSfOooNyhK0Em954CcL6gMvW9HMba8nIj6el+H0aM4nU4OHDhAhWg/GBDi4lofjCX4H5FMe4lGpWFg0kBM1vZ3mcKN4fQ/398LUQnCla4zX8fz1ufbXFNw6jj7t25knqaaKGfv2zX1No2xd062m7htm69D6HEkSeLo0aMUFhb6OhShDWFhYQQHB/s6DKETRDLtRTOGzcBk6VjyMfrYaA9HIwhXGmwZzP8s/0PWRvVzVVkp3335GdN1jfRxiLeMPU1ySmh6wfTDlozaswe16EThEWfPnuX06dOidZ6fSkhI8HUIQieJZNqLkiKTCNeFd6iZfkpZCnGV4m0ewTtibDEstyxHR+tTOBuNBtZ+8j4jgqxk2cu9GF3vZW60o+jFCc/gY8d8HUKPVVxczLFjx3D0gumagSQiIkLUSgcgkUx7kUwmY/LgyR06iAhid1rwDq1DyzLzMhKk1ndD7DYra5e8TzImJtiLvRhd72ap79316DNXrxZdYjyosrJStM7zM/Hx8b4OQegCMVbHy8b0G8Pq3NUdWjsobxDfjf6OBl3vrJkUPE8myXjb/DbZztb7mzudTjZ+sRSVsYrZFKIQnTu8xm7o3UlOsMlEYmkpxW5MMPbv389XX33V5pr09HTuu+++NtcUFBRw4sQJ8vPzqa2txWq1otfrGThwIJMmTWpxdzEnJ4cdO3ZgMBiIjY1l9uzZpKamNlt35swZFi9ezAMPPNDi/e5kMBjIzc0lOztb7Ij6WFRUFBqNaI0biMTOtJfpNDoyEzMxW9vvHatwKhhxYoQXohJ6q9+Zfsd8+/w21+zduI6a82eZL7uABvGWsDf19mQaYMa6dW69Xnx8PFOnTm3x16Vpc3379m33OkuXLmXXrl2o1Wqys7MZM2YMKpWK7du38+abb2I0Gq9Yf/ToUVasWIFOp2PUqFEYjUY+/PDDZu3qrFYrK1euZNSoUR5PpC8xm83k5ORQLzqo+IxMJhMdPAKY2Jn2getGXMffV/wdrVrb7toRJ0awc9hOHEqRxAjudafpTp60PdnmmpMHcziZu4uFmkrCnb1rEp8/kHrZwJaWpJ87R7DJRIObdk0TEhJaPOBlt9vZs2cPcrmc4cOHt3ud8ePHM2zYMMLCwppukySJb775hn379rF582bmzZvXdF9ubi5RUVE88MADyOVyxo4dyz/+8Q8OHTrE5MmTm9Zt3LgRh8PBzJkzu/eBdpLdbmf//v0MGTKE6Ohorz63ANHR0WLaYQATO9M+kBiZSKw+Fruj/ZPqOouOrDNZXohK6E3GWsbymvW1NteUFRawc81KZmsNJDiNba4VPENmEK0HAUbv3evx5zhx4gQmk4nMzExCQkLaXT9p0qQrEmlw7S5OnToVgPz8/Cvuq6urIz4+Hrnc9WNXr9ej0+mu2JkuLi5m9+7dzJs3D622/c0Wd5MkiSNHjlBcLM5FeJNcLhe70gFOJNM+MnfEXOobO/aW2tjDY5E7xX+V4B4p1hQ+sXyCClWrawy1NaxbupjxOgsDHFVejE64nKIXTj9syeRNmzze1SQ3NxeAkSNHdus6l5LlS79fEh4eTllZWVM7utraWhobGwkPDwfA4XDw9ddfM2jQIAYOHNitGLrr9OnTnD17tkOdp4Tui4mJQakUhQKBTGRoPjI4eTA6ja5D36z0Rj2Dzw32QlRCTxdqD+ULyxdESBGtrrGYTaz++F36q8yMtl/wYnTC1ZQimQZAIUn0zcvz2PVra2vJy8sjLCyMfv36deta+/fvB5rXXY8cOZLKykree+891q5dy3vvvYdSqWTYsGEAbN++nbq6OubOndut53eXwsJCjh8/LlrneZhCoSA2NtbXYQjdJJJpH5HL5UwdMrXDbfLGHRwnRowL3aJwKvjI/BH9nK0nC06Hg28/+xi91cB0R5H4BuFjGoPo5HPJ7G++8di19+/fjyRJDB8+vNmOcmeUlJSwefNmgoODmThx4hX3DRkyhHnz5tHQ0MC+ffsICQnhnnvuITw8nMrKSrZs2cLs2bMJDQ1l69atvPzyyzz//PO89957VFX55t2h8vJyDh06hM3Wu1s0elJcXBwKhcLXYQjdJN5X8KHxA8az7mDHTqpH1UeRWZDJyfSTHo5K6Kn+Zv4bUx1TW71fkiS2rfoKS3kxNymKUNF7h4X4A6dTQtvYO6cftiSqupqo2lqq9Hq3XtfpdHLgwAEARozoevek6upqPv74Y5xOJwsXLmxxHPSYMWMYM2bMFbdJksSKFStITk5mxIgRHD58mA0bNjBt2jSSkpJYv349n3zyCY8++mi3Ev2uqqura2qd54s67p5MrVaLw549hNh48qEgdRDZfbJpMHds92nCwQmIFr9CVzxqepT7bG33zT2yezuFJw5zg7KUYEnsRPmaucGOvBdPP2zJlO++c/s1z507R11dHenp6UREtF7+1Jaamhref/99Ghsbue2220hPT+/wY3NyciguLuaGG25AJpOxa9cuMjIymDp1Kv369WPevHlUVFRw7ty5LsXmDiaTiZycnGbt/oTuSUxM9MkLJMH9xP+ij80ePhuLvWMtx2JrYulX2L16PqH3mWWexYvWF9tcc/70CXI2f8v1mhqinWI31B9Ye/n0w5YMO3AAjZtLDrp78LC6upr33nsPg8HArbfeyoABAzr8WIPBwPr165k6dSpRUVEAVFVVXTEF79KfKysruxSfu9hsNnJycqiurvZpHD1FSEgIeje/yyL4jkimfSwqNIrU6FSs9o4NZxh/cLyHIxJ6kkGWQbxneQ95G1/qNRVlbPryM67VmUhz1HovOKFNNjGwpUVZR4647VqNjY2cPHmSoKAgBg0a1OnHV1dX8/777zcl0p3twvHNN9+g1+uZMGHCFbdffujPnw4ASpLEoUOHKC0t9XUoAS8pKcnXIQhuJJJpP3DjmBsxmAwdWptYmUif4j4ejkjoCaJsUSyzLCOY5rWbl5iMRtYseZ9srZVse5kXoxPa4zCIITktmbFmDTI3tWw7ePAgDoeDYcOGtdqarKGhgYqKChoarizHu1TaYTAYWLhwYaeT8WPHjnHy5EluvPHGKw6gRUdHc/bs2aYk+vTp0wBN0xn9waUx6qJ1XtdERUWJ0e09jDiA6Af6xPQhMSIRo8WIStF6799LJh2YREFSgRciEwKV2qHmM8tnJEmt737YbVbWfPo+CVIjkxxFXoxO6Agx/bBlWouF5JISChMTu32tS23s2irx2LNnD5s3b2bq1KlMmzat6fb33nuPuro6kpOTKSsro6ys+YvRy9dfzmw2s2rVKsaNG9dsh3LcuHEsW7aM999/n/j4eA4cOEBsbGyn6rC9IT8/H7PZTGZmpqj77QSFQtHiBE4hsIlk2k/cNOYmXl/3OpGhke2uTS5PJqMwg3MpvjuQIvgvmSTjTfObjHS0niBIksR3Xy1DWV/JHApRiJOtfkdmFMl0a2atWcP/fvjDbl2jqKiI8vJykpKSujR97tLkwqKiIoqKWn4x2loyvW7dOpRKZYv3Dx06lLq6Onbt2kVxcTF9+vRh/vz5fpmwlpaWYrFYGDJkiBg60kHx8fHi36oHktXW1oqfon5AkiRe/vJlLHYLSkX7X2jlEeW8e9O7IFpPC1f5lelXPGN9ps01ezeu5WzuLm5XXkAviXICf1Sx+AAxZ/J9HYbf+tvTT2Noof2c4H06nY7s7Gw0Go2vQ/FrQUFBZGZmIpOJH9w9jf+91O2lZDIZN15zY4eHuMTWxIqpiEIzt5pubTeRPn3oAMf27uQGVaVIpP2Yyii6qrRl7O7dvg5BuKixsZGcnJxmdeXClZKTk0Ui3UOJZNqPDEgcQGRIJA5nx05vT86djNwh/gsFl9GW0fzb+u8215QVnWfHmq+ZrTOS6OzYoVfBNzRGkZi0ZfzWrShEH26/YbVaycnJoba21teh+KWIiIgWB/kIPYPIxPyITCZj/qj51DV0bHdab9STfSrbw1EJgSDZmsynlk9Ro251jbGulvVLP+KaIDMD7b7tWQvglCT+teccI9/YhO7FFYT9eSVT3t3K1ydLOn0tg8XG7zcdZ+h/NqB7cQX6v6xk5Bub+ON3J5qtfSsnn4H/+pbQP69k/Dub2X6+5VHN686Wo3j+y1bv9ySnU0LTIHam2yKXJAZc7HQh+IdL0yRbOozZm8nlchLdcGDWk7KyssjKyvJ1GB3mb/GKZNrPDE0dSmhQKM4O7rhMODgBla39DiBCzxVsD2a5ZTlRUlSra6xmM6s/fo++SgvX2C94MbqWSZLEbZ/t5fHVh6i32HlwRCp3DE3iZJWRmz7Zzb/2dPxw7fm6Rka88R0vbDlJYqiWx6/J4P7hqSSGall+/MqPddmxYh5eeYBonZqHR/ah1Ghhzkc7KKy7MnFttNl5ZOUBfjwqnYmprf+7eorZaEMu2o61a9bq1b4OQWjB8ePHOX/+vGidd1FSUhIqlXd/ThcUFKDX69v85ctkdN68eT1qaI04Uupn5HI580bN45PtnxAZ0n5njxBTCKOPjWZn9k4vRCf4G4VTwUeWjxjgbH3qmtPh4Ntliwk11zKDQr94Bb38+AWWH7/AxJRI1t8zkSCVq8/u/82wMPrN73hq3RHmZ8aRpm/7bVG708ktS/dwwWBmw70TmZYe0+z+y72VW8CAqBC2PDAZuUzGz8b2JeO1dSw+XMT/m5TZtO43G49jdTj5y0zfnEuwGGzofPLMgUVfW0tsVRXlUd5/wSO07dy5c5jNZvr16+eXnUi8JSQkpGm6pS+kp6dz2223tXhfeHi4l6Nxn6+//trXIVxBJNN+aET6CL7J+QaH04FCrmh3/djDY9k/YD9mrWil1dv81fRXptlbbr8Frh3gHWtWYC4v5lb5BVSSf9SYfnWxlONXkzObEmmAaJ2GJ8f14+drD/Pu/vP8cVrbgzCWHbvAvgu1/HbKgGaJNIDyqh/ihXUmhseHI794CKiPXke0TsP5OlPTmr3FNby2+xyf334NYRrfvOtjrxfTDzvq2o0bWXrrrb4OQ2jBhQsXMJvNDB48uFe2g5PL5aSkpPg0hoyMDJ577jmfxuAJ/tZ3vfe+XPRjcrmcBWMXUNtQ26H1GpuG8YfEmPHe5kemH/Gg/cE21xzdu5P8oweZryglRPKfBK3U6Ooikt7CznN6hGtPdmN++3Xdnx4tBuDWwYkU1jXy+r48/rLtFJ8dLcZotTdbnxIexMGyOpwX334+X9dIZaOF1HDXNDK708lDK/azYFACNw7w3WAFhxgl3mGDjh5FaxX/Xv6qurqagwcPYu2F/0fx8fEB3y5QkiQ+/PBD5syZQ0pKCgkJCVx77bV8+OGHra7/6KOPmDt3LqmpqSQkJDBy5Eh+/vOfU1hYCIBer2f79u1Nf77069FHHwW+L1F59NFHOXnyJHfddRfp6eno9XoKClwD61qrme7I83tC73upGCCGpg4lOiwam93Wob7To46N4uCAg1SHV3shOsHXppmn8RfrX9pcU3j2FHs3reOmoFpiHP51mC1a5zoomVfbwKCY0Cvuy6txxXqqytjudXIu1AKwpaCKX647gsXx/c57jE7N0lvHcG3a9zvWD43ow23L9nLte9u4JimCz49fIEip4K6sZAD+uv00hXUm1t49oVsfX3dJYmBLpww/cIBd11zj6zCEVhgMBnJzcxk2bBg6Xe8oYNLpdH41Ar4rJEniRz/6EcuWLaNv374sXLgQlUrFd999x+OPP87Jkyf505/+1LTe6XTywAMP8NVXX5GYmMjChQsJDQ3l/PnzfPHFF8ycOZOUlBSeffZZPv74YwoLC3n22WebHn91cpyXl8esWbMYPHgwixYtorq6GrW69UP2HX1+TxDJtJ+SyWTcOu5W/rvuv0SFtl9vpZAUTN8znWWzlnkhOsGXMi2ZfGD5AAWtlwDVVJaz6fOlTNWZSLfXei+4DprbL45PjhTzl22nmZ4eg1bp+liqGq28uvssALVmW7vXKW9w7XA/seYwT03ox2PXZKBVyllyuIin1h/l5k92c/ynM0kI1QJw65Ak/muy8vddZ3l9Xx5ZcWF8uGAUKeE6TlUZeWHLSf41dxjxIVr+su0Ur+46S5XJyqTUKN6cP5z+USEe+he5ksxgan+R0GTa+vXsGTMGp+jh67fMZjM5OTkMGzYsoGt1O0Imk5GamuoXPaXPnTvHn//85xbvGzNmDDNnzmz1sR988AHLli3jrrvu4tVXX206RGm1Wrn33nv517/+xcKFCxk+fDgAb7/9Nl999RVTp07lk08+ISgoqOlaJpMJs9m1SfDcc8+xbds2CgsL2yxB2bVrF8888wy/+tWvOvSxdvT5PUEk034sIz6D5Khk6hrrUCtbfzV2Sd+ivmQUZXAuWYwZ76kibZEssywjlNBW15gajKz9+H2Gai2MsPtni6pFWcm8d+A8m/IryfrvRq7rG4vNKfHliRLiQlxvi8o78HPoUrnG/Mw4/jJzSNPtj4/tS1G9mb/uOM07+wv4zZTvD2g+MjqdR0ZfWW8nSRIPr9jPuORIfjiiD0sOF/GrDcd4ftogxiTqefbboyz4dDeHHp3eVG/tSQqRTHeK2mYjtaiIfB/XpwptczgcHDhwgMGDBwf8rm1b4uLi0Gq1vg4DcO3uvvTSSy3e98gjj7SZTL/55psEBwfzyiuvXNGNRK1W89vf/pY1a9awbNmypmT6nXfeQaFQ8Le//e2KRBZc0x+vvq09cXFxPPXUUx1e7+7n7wyRTPsxmUzGreNv5e8r/96h3WmA6bunk5+Qj1PhHwfNBPdROVR8avmUVCm11TV2u421n35InNTAZEeRF6PrHKVczuq7xvOXbaf5+EgRb+YWEK5RsmBgIk9N6Efmv74lNrj9WsNwrYrKRmuL9c03DojnrztOs+9CTbvXeSu3gN3FNRx+dDoymYx/7D7LzIyYpiQ8RK1k0rtbWX+2nDn94jr/AXeSyiiS6c6avWoVb/74x74OQ2iHJEkcPXqUfv36kZyc7Otw3E6r1RIX5/nvER01Y8YMli9f3unHNTY2cuzYMRISEnj11Veb3W+3u86knL7Y691oNHLy5EkyMjLo27dvt2K+ZOjQoW2WdVzOE8/fGSKZ9nNJUUn0T+jPheoLaNXtv9KNqo9i1PFR7B261wvRCd4ik2T81/xfxjjGtLpGkiQ2f70cWV05cyhCiX/3eNUoFfz+2oH8/tqBV9z+XX4FAKMT9e1eY0BUCJWN1ei1zbtuXLrNZG/7hWWJwcwz64/w+6kD6RfpKuM4WWXkRyP7NK0ZkeB6W/pEpdErybSYfth5CSUlhBuN1IV4pxRH6J4zZ85gNpvJyMjoUa3z/KW8o7tqa2uRJIkLFy60urMNNI2Qr6+vByAhwX0Htzvz7oUnnr8zes5ncA92y7hbaLR0/ADZxAMT0Zl6xyGP3uJp09MstC9sc03O5g2Unz3FDbISgmjeySJQLD7k2lG/Y0j7u1bTL7bDO1bRfDT6pdvSwtv+WvjpqoOk6XU8NaHfFbdbLkvCL/3ZGz8jnQ4JTaN/HRgNFOMvdggQAkNRURHHjh3D4XD4OhS3iI2N7TEHLENDXaWEw4cPp7a2ttVfK1euBCAsLAyAkpLOT7BtTWdelHji+TtDJNMBIDosmmFpwzCa2+9uAK5WeVNypng4KsFbFpgX8Ctb2wcwzh49xNHd25ivqSRCCoxOEPWW5gcMlx0r5n8HChiTqOcHg74fv1vZaOFEpYHKRssV6x8YnopGIeefe85RXP99aYTBYuP/tp0C4LYhSa3G8PnxC3x9spS3bxxxRU/qQdGhrDtX3jT0ZdXpsqbbPc1stIvph100dudOlD0kMestKisrOXjwIDZb+weO/ZlGoyE+Pt7XYbhNaGgoAwYM4NSpU9TW1ra7PiQkhIEDB1JQUMDZs2fbXa9QuA6du+uFVGef391EMh0gbrrmJux2e4fHsw47PYz4yp7zhd1bjbCM4HXL622uqbhQxLZvvmSWzkiyo95LkXXf2Lc3M/vD7Tyx+hDPrj/KtPe3cetne0nT6/js1mtQXHYC8V97zjHo3xuajRlPjwjm5VlDKG+wkP36Jn709X4eW3WQYa9v4kBpHT8elcaMjJbfKqwz23hs1SGeGJvB6MSIK+57YmwGJyqNTHt/O4+vOsgj3xwkKzas1Wu5k8XQ/aTiPUDWzq8ZHbxWEfBjIBVQA4nAA0BrHVvfAgYCocB4oLW94nWAoo37u2rQyZNuvqLgafX19eTm5mIyBeZZAZlMRp8+fXpUuQrAj3/8YxobG3niiSeayjkul5+f39T3GeChhx7C4XDwy1/+stn/pdlspqbm+/MrERGu77lFRe4729OZ53c3UTMdIMKCwpgxbAYbDm9AH6xvd70MGTN3zWTx9YuR5GKXKxAlWhNZalmKhtYP4jXU17Hu0w8ZHWRhkL39ISf+5PYhSXx+vIRdRTXYnE7S9cH8ZnImT0/s36nJg4+P7UuaXsfLO87wydFi7E4nQ2LC+PXkTB4amdbq455efwStUs4L05tPWbx9aDLn60y8uvsse4trmNwnijfmD/dKJw+7wdL+onYMB37fyn3LgKPAnA5c5ywwASgHZgO3A6eB94FVwA7g8qM+y4CHgYnAPODzi89zHLi8z0Yj8AiuJH1iB+LojNnffMPhwb4ZAy90nclkIicnh+zs7KYSg0CRkJDgt+UdbbXGA3jyySdb7TzywAMPsHfvXpYsWcLu3buZOnUqCQkJlJeXc/r0afbt28fbb79Nnz6u8yUPPvgg27dv54svvmDUqFHMnTuX0NBQioqK2LBhA//85z+ZP38+AFOmTOGrr77i3nvvZdasWWg0GoYOHcrcuXO7/LF25vndTVZbWysyrQBhs9t4cfmLKBXKDo0ZB1g7fi0HBh7wbGCC2+nsOjaYNjDI2fo4bavFwtfvvk6itZo5jgLxNlMPUbq7lPg1uzxybSuuneU6XDvO7R2lnA98A/wD+Nllt38G3IYrUV5z2e1zgALgGK63PQuADOBF4P9dtu4XwNKL68K69qG06c2f/pSSHtx6rSeTyWQMHTqUqKiOdbDytdDQUDIyMvzu0GFBQQHZ2dntrsvPz0ev1zcNTDl8+HCzNV988QXvv/8+Bw4coKGhgZiYGDIyMrjuuuu48847r/i/ujQx8cMPP+TYsWNIkkRCQgJTp07lF7/4RVMHF7vdzgsvvMDy5cspLS3Fbrdz55138t///rcp9kt/b0lr8Xb0+d1NJNMB5uj5o7y76d0Ot8ozq828veBtGnSiO0CgkDvlfGr6lFn2Wa2ucTqdrP3kfSg7zw8oQI1ohdhTlGwoIGHbfo9ceymu3eWbgS/aWWvGVaoRBZTgKg253AjgAK7d64yLtw0GhgGfXLYuDrgF+M/Fv+/FVf7xOXBj5z+EDjk1YABL7rzTQ1cXvCEzM5PExMT2F/qQUqlkwIABV/RgFnonsZkVYAanDCYlKgWLrWNvBWutWqbvme7hqAR3+j/z/7WZSEuSxM61K2koPc88WbFIpHsYmQd7TL998feHOrC2CrADfWieSANcGnuz6bLbUoCD0PQZeR6oxFVvzcXrPQQswHOJNEDmyZPoLN0vlxF859SpU5w7d67D54R8ITU1VSTSAiCS6YAjk8m4c/KdNJg7vtM8OG8w6UXp7S8UfO6Hph/yiO2RNtccz9nNucO53KAoJ1SyeikywVs8Nf2wANgAJAPXdWB9BK4DggXQYsfyvIu/n7rstoeAE8C1wFMXfw8C7rp4/19xHVz8Z6ci75qROTleeBbBk86fP8/x48f9snVeTExMUzs2QRDJdACKDY9lTL8x1Dd2vHPDnJ1zUNnEK2h/NsU8hZetL7e5pjjvLHs2rGWuto5Ypyjd6YlUBs/0mH4X147x/biS5PbogClAGd+XaFzyOa4SD4Day26/Ffjvxce8jqvEYy2uHetTwAvAy0A88JeLv6uAabgONrrT1A0bRIvBHqC8vJzDhw/7Veu8oKAgnw0HEfyTSKYD1PzR85HJZB1+CyzcGM7k3Mkejkroqr7Wvnxo+RBFG2lObWUFG5YvYbLORF+H51r8CL6laaEFVXc5cSXTMuCHnXjc34EQ4DFcu9nPAD/AlTQPu7jm6h8ijwAnASOwE1e3DglXl49xF59/CfCri9ddCdTgKv1wZ8GS0uEgIz/fjVcUfKW2tpb9+/djNvu+h75cLu+RbfCE7hGfDQFKp9Exb+Q8ahtqO/yY0cdGk1AhXk37G71Nz3LzcsIJb3WNubGBNUveY7Daykh7qRejE7zJ6XCiaXR/mce3uOqXp/N9rXNHZOM6MHgbkIurq8dJ4A3gnotrYjtwnbeA3Rd/l128zkzgN7g6gPwbV7u+9Z2IrSNmrV7t5isKvtLY2EhOTg5GY8eGl3lKUlJSq63khN5LJNMBbPyA8USFRmG1d6xuVoaMudvnIneI/3Z/oXKq+MTyCWlSWqtrHHY765Z+RIyjgamO1kZlCD2Bp6Yfdubg4dUGAp/i6jVtwZX0PgQcuXj/6HYeX4JrR/v3wKWB7Sdx9cK+ZMTF3090Ib62xJaXE1kfOIOMhLbZbDZyc3M9OnyjLXq9PmBa9gneJbKqACaXy7ln6j0YGg0dfkxMTQwTDk7wYFRCZ/zT9E/GOca1er8kSWxZ+TlSdRnXUYSyxaNgQk9hqXd/XWgV8BUQiauUwh0MwApcbfNa7zvj8lMgDdeBxMtZWvizJzr1Tty61QNXFXzF6XRy8OBBSku9+w6dRqMhJSWl/YVCrySS6QCXGJnI+AHjO3UYcfyh8SSUi3IPX/ul6ZfcYb+jzTX7t31H6ekTzJeXoJPsXopM8BWbwf3dWT7ENazlbmh1lmYlrl3hq2domnC1s7ucBXgQqAZ+B7T1hvfnwNe4dsYvH7c7CNc48UvXXnXZ7e42cu9e1HbxtdPTnDhxgvz8fK+0zpPL5aSnp6NQdGxYmtD7iGS6B5g/ej4qhQqns2PHd+SSnPlb56O0i2nyvnKD+QZ+Y/1Nm2vyjh/h8M7NzNNUEil5rvew4D+cBvcfsHrn4u9tlXj8C1ci+6+rbs/BNTHxLlwTDH8CZOKagPgj4PE2rlmH64DhEzQvBXkCV/I+7eI1HgGygBltfyhdNuTYMQ9dWfCl/Px8Tp482eGffV2Vmpoq6qSFNgV8Mn3o0CGefPJJxo4dS0pKCjExMWRmZnLzzTfzz3/+k8rKq/daeh6NSsMdk+6gpqHjdWSR9ZFcu+9azwUltGqYZRhvWt5E1sab2hUlxWxZ8TkzghpIcYiaz95CMrh30MgeXLXN1+BKVjsrFVev6K24OnsswVX3vAx4k7bLMp7GtWv9Qgv33Y6r5/Q5XIcSxwFf4rkfSDNXr/ZICYnge6WlpRw+fBi7h959iIuLQ6/Xe+TaQs8RsOPEnU4nv/vd7/jXv/6FQqFgwoQJDBkyhODgYCoqKti7dy/Hjx8nODiYvXv3+v1YUnd4+9u3yS/PJ1gb3KH1EhKfzv6UgqQCD0cmXBJvjWezeTNxUlyraxoM9Xz59n/IVhqYaC/2YnSCr5V+eZz4gyd9HUaP9PYjj1AcH+/rMAQPCQkJISsrC42mtWKmzgsLCyM9PR2ZTLwUE9oWsO/zv/DCC/zrX/8iOzubd999l4yMjGZrDhw4wB/+8Ae/6E3pDXdMuoM/LfsTkiR16Itfhozrt13P/27+HxaNGL3raUGOIJZZlrWZSNusVtZ8/B6pchPjRSLd63hq+qEAM9at44N77/V1GIKHGI1GcnJyyM7OJji4YxtKbVGr1aSmpopEWuiQgCzzOHPmDK+99hrR0dEsX768xUQaYPjw4Xz55ZekpqYCUFBQgF6v59FHH+XkyZPcddddpKeno9frKShw7c6uWLGCBx98kBEjRpCQkEBqaipz587lq6++avE5tmzZwsKFCxk4cCCxsbH079+fuXPn8t57712x7sCBA9x7770MHTqU2NhY+vbty7Rp03jllVfc9u8Sog1hwdgF1BprO/yYsMYwZu6e6bYYhJbJJBnvmt9lqHNoq2ucTicbP19CUGMNs5xFgfnFKXSL2uiZ6YcCpJ87R4hJvFjpyaxWKzk5OdTV1XXrOpcOHCqVAbvfKHhZQP68XrJkCQ6Hg/vvv5/o6Oh211/9BZGXl8esWbOoqqpi0aJF3HnnnajVagCef/55jh8/zrhx43jkkUe46aabOH36NPfddx9vvPHGFddZu3YtN910E/v27WP69Ok89thjzJ07F4vFwqefftq07tChQ8yZM4dvv/2WcePG8dOf/pSbbrqJoKCgZkl3d13T7xqSo5MxWTv+Q2Po2aFk5me6NQ7hSi+YXuA6+3Vtrtm1fhX1xQXMkxWjweGlyAR/ojGKEfGeNHrPHl+HIHiY0+lk//79lJeXd/kaqampBAUFuTEqoacLyJddey5+Q5w8uWvjsXft2sUzzzzDr371q2b3ffbZZ6SlpV1xm9FoZPbs2bz44ovcc8896HQ6AD766CMkSWLFihVkZV15vKe6urrpz59++ikWi4XFixczb968Vte5g0wm495r7+Uvn/8FrUrb4beo5uyYw4WYCxiDfTtdqie613Qvj9kea3PN8dy9nD2Yw0JNBWFO97dHE/yfw+6Z6YfC9yZ99x1bJ0/GIUZB93jHjh3DbDaTkpLSqVKN2NhYceBQ6LSA/I5y6RVnQkLzXslbt27lz3/+8xW/tl7VtD8uLo6nnrp6hIDL1Yk0uA42LFq0iPr6enJzc5vd39Ir2MjIyC6v6y59sJ6F4xdSbex4oq6z6Lhh8w3InKI+zJ0mWibyN+vf2lxTkn+O3etXcZ22jnineDHTW5mNdtFxwsMUkkS/c+d8HYbgJefOnePMmTMdbp0XGhraYl4hCO0JyJ3ptmzbto2XXnqp2e2X72IPHTq0qazjahUVFfz973/n22+/pbCwENNVNXaXT1265ZZbWLFiBTNnzuTWW29lypQpTJgwodm40QULFvDf//6Xu+++mwULFjBt2jQmTJjg0Q4jo/qOIjcvl/MV5zvc3SO1LJWJByaybeQ2j8XVm6RZ01hsXoyyjS+z+ppqvl2+hIk6E/3s7n2XQggsVoON7h+bEtoza9UqTv7sZ74OQ/CS4uJiLBYLgwYNanPoilqtpk+fPuLAodAlAbkzHRMTA0BJSUmz+5577jlqa2upra3lnXfeaXb/5Y+/Wk1NDdOmTeM///kPkZGR3H333Tz11FM8++yzXH/99QBYLN93vbj55ptZvHgxgwcP5n//+x/33HMP/fr148Ybb+TQoUNN60aPHs3KlSuZMGECy5Yt46GHHmLw4MFMnz6dLVu2dPnfoS0ymYy7Jt+FJEmdamg/4eAE+lzo45GYepMwexhfWL5Aj77VNWZTI6sXv8tAtYVRdu+OxhX8j61edNTxhqjqaqJra30dhuBFlZWVHDhwAKu15RI6hUJB3759xYFDocsCMpkeO3YsQLPyjY5q7ZXnhx9+SFFREb/+9a9Zs2YNL7/8Mr/5zW947rnnGDNmTIuPmTdvHqtWrSI/P59ly5Zx7733sm3bNhYuXEjtZd+wLyXS+fn5rFixgp/+9KccO3aM22+/nfz8/C59HO0J1gazaPKiTg1zkSFj/pb5BDeKPbKuUjqVLDEvId2Z3uoah93O+qWLibQbudZeKN7eF3C6eWCL0Lopmzb5OgTBywwGA7m5uc3ebQbIyMhwa39qofcJyGT6zjvvRC6X8/7771NVVeW26+bl5QE07UJfbufOnW0+NjQ0lJkzZ/KPf/yDRYsWUV5eTk5OTrN1QUFBTJ48mRdffJFf/OIXmEwmNnnwG/uQ1CFkp2VjMBk6/JgQUwjzt8wX9dNd9A/zP5jomNjq/ZIksfWbL3FUlXA9RSgJyLlJgpu5e/qh0LqsgwfR2Gy+DkPwMrPZTE5ODvX1rqmykiSRlpbmlr7UQu8WkMl0v379eOKJJ6ioqGDhwoWca+VASWd7TaakpACubh+X++yzz1i3bl2z9du3b8fhaN7CrKKiAqDple6ePXtaHBxz9TpPuXX8rSjlSuyOjo9bTStJY/yh8R6Mqmf6meln3GW7q801B3ds4cKpo8xXlKCTxA90wUVuFJ08vGnY4cO+DkHwAbvdzv79+6mtrSUxMVF07hDcImALhH77299itVr597//zZgxY5gwYQJDhw5Fp9NRUVHB0aNHycnJaRox2hG33347r776Ks888wxbt24lJSWFI0eOsHnzZm644QZWrFhxxfpnn32W0tJSxo0b1zQpadeuXeTk5DBmzBjGj3clo6+++irbtm1j/Pjx9OnTB61Wy8GDB9m8eTNpaWnMnz/f7f8+l9Oqtdw//X7+vfrfRIe135f7kokHJlIYV0hhQqEHo+s55prn8kfrH9tcU3DyGAe2beLmoBqiHCJ5Er4nph961/S1a9k3YgSSOHDW60iShMPhIC6u9Wm0gtAZAZtMy+VyXnzxRW677TbeffddduzYwf79+7FYLERERDBw4EBeeOEF7rjjjlYPHF4tKSmJb775ht///vd89913OBwOhg0bxhdffEFRUVGzZPoXv/gFK1as4MCBA2zcuBGlUklqaip//OMfefDBB5tODj/44IOEhYWRk5PDjh07kCSJ5ORkfvnLX/KTn/yEsLAwt//7XC0jLoMpg6ew4+QO9MH6Dj1GLsm5cfONvHvTuzQGiclsbRliGcI7lneQtVH9XFVWyndfL2e6rpE+9u5N6BJ6HpUY2OJVWouFlJISznuwq5Lgn9LS0pg+fbqvwxB6EFltba0o2OwlHE4Hr658lbrGOoLUHZ/uVBhXyCdzPsGp6HhXkN4kxhbDFtMWEqTW+5M2Gg18+c5/GCo3MNle5MXohEBh/utatGLctVcVpqbyvx/+0NdhCF4UExPD7bffLjp3CG4VkDXTQtco5AoenPEgVru1U+3yUspSmLFnhgcjC1xah5Zl5mVtJtI2q5U1S94nmUYm2Iu9GJ0QKBx2CY1IpL0u5fx5whrEOwK9RXBwMAsXLhSJtOB2IpnuZfTBeu6dem+npiMCjDwxkmGnhnkoqsAkk2S8Y3qHbGd2q2ucTiebvlyKxljFbGcRCtG5Q2iB2WAV7RF9ZOxVB86FnkmlUnHHHXeIFniCR4hkuhcanDKYCQMmUNfQubrd2Ttnk1gu6gsv+Z3pd8xzzGtzzd6N66gtPMd82QU0NO/8IggAFoPo6uIr47ZtQ9mJd+qEwCOXy7n99tsJDQ31dShCDyWS6V7q5rE3ExkaidnavGVfaxROBQs2LiCkMcSDkQWGRaZFPGl7ss01Jw/mcDJ3F/OV5YRJooew0Dq7oeXJbILnySWJzNOnfR2G4CEymYyFCxcSHd3xTlaC0Fkime6lFHIFD896GLPNjFPq+K5MiCmEmzfejMKh8GB0/m2cZRz/sP6jzTWl5/PZtXYlc7QGEpxGL0UmBCqnGCXuU7NXrfJ1CIIHOJ1Obr75ZhJFxxbBw0Qy3Yvpg/XcPeVuaowdHzcOkFSRxKydszwUlX9LtaayxLIEFapW1xhqa1j/2ceMCzKT6XDfhE6h55KMHX+HSHC/8Lo64tw4TVfwPUmSmD9/Pn369PF1KEIvIJLpXi6rTxbjM8dT21Dbqcdln85m5PGRngnKT4XaQ/nc8jkRUkSrayxmE6sXv0umyswYe4kXoxMCmVwMbPG5azds8HUIgptIksSMGTPIzMz0dShCLyGSaYGbx95MUmQSjebODWaZsXsGGYUZHorKvyicChabF9PP2a/VNU6Hg/VLF6O31TPNUSS6MwgdphCjxH1u4LFjaK2idj3QSZLExIkTGTZMdJ8SvEck00JT/2m5XI7N3vGuAnJJzk3f3URcZc8fyfp389+Z4pjS6v2SJLFt1VfYKou5nmJUiO4AQsepjGLCqD8YfuCAr0MQukGSJIYPH84111zj61CEXkYk0wIAwdpgHpnzCAazAUnqeC9ktV3Nwm8XEmb0/Eh0X3nU9Cj32u5tc83hXdspPHGY+YoygiXR5kzoHK1BDA7xB9PWr0feie9/gv+QJInMzEymTZvm61CEXkgk00KThIgEFk1e1OmBLiGmEBauX4jG0vOa4c82z+ZF64ttrjl/+gS5W77lek010U6xwyh0jt3mRGMWBxD9gdpmo09hoa/DEDpJkiSSk5O5/vrrfR2K0EuJZFq4woj0EUweNLnTA11iamNYsGkBckfP+ZQaZBnEu5Z3kbfxZVJdXsamLz9jmq6RNEfn/s0EAcBssPs6BOEys1av9nUIQidIkkRiYiILFy5EJhMnVQTf6DmZj+A2N4y+gZToFIymzvVH7lPSh7nb53ooKu+KtkWzzLKMYIJbXWMyGln7yftka60Ms5d7MTqhJ7GKgS1+JaGkBL3B4OswhA6QJImEhARuvfVWkUgLPiWSaaEZuVzOD2f8ELVKjdXeuR/0Q88OZVLuJA9F5h1qh5rPLJ+RJCW1usZus7Lmk/dJkBqZZC/yYnRCT2M3iIEt/mb8jh2+DkFohyRJxMXFcdtttyGXi1RG8C3xGSi0KEgdxE/m/IQGSwMOp6NTj514cCLDTgZmWyKZJOMt81uMcIxodY0kSWz68jOUhirmOAtRIA4sCV3nEDvTfueanTtROTr3fU/wnkuJ9B133CESacEviM9CoVUx4TE8PPNhaow1nerwAXDdjusYkDfAQ5F5zq/Mv+Im+01trtm3aR01BWeYLytGi/iBK3STQRw+9EeDTpzwdQhCCyRJIj4+XiTSgl8Rn4lCm/ol9OOOSXd0usOHDBk3bL6BjKLAGepyq/lWnrY+3eaa04cOcGzvTuapKtFL4u15ofvE9EP/NGvVKl+HIFzlUo20KO0Q/I34bBTaNabfGGZkzaDGWNOpxykkBTdvvJmU0hQPReY+Yyxj+Lfl322uKSs6z441XzMnyECiUxxQEtxDTD/0TyENDSSUi4PF/uLSjvStt96KQqHwdTiCcAWRTAsdct2I68jqk0V9Y32nHqdyqLjl21uIr4z3UGTdl2xN5lPLp6hRt7rGUFvD+qUfMTbIzABHlRejE3o6tZh+6Lemf/utr0MQEIm04P9EMi10iEwmY9HkRSRFJnW6ZZ7GpuHWdbcSVRvloei6LsQewueWz4mUIltdYzWbWbPkffoqLYyxX/BidEJvoDGK6Yf+qt+pU+jEQB2funTY8NZbb0WpVPo6HEFokUimhQ5TyBU8NPMhgrXBmK2d+wGjs+i4fc3thBvCPRRd5ymcCj60fEimM7PVNU6Hg/XLFhNqrmWGo1B8wQhuJaYf+r+Rubm+DqHXkiSJ2NhYbrvtNpFIC35N5AZCp2jVWn5y3U9wOB3YHLZOPTbUFModa+4gpCHEQ9F1zl9Nf2WafVqr90uSxPY1K7CUFzNPVowKpxejE3oDc33nvoYE75u6YQPyTnYzErrP6XQSFxfH7bffLhJpwe+JZFroNH2wnsfmPkajpRG7o3OjkPVGvV8k1A+bHuZB+4Ntrjm6dycFRw8yX1FKiCSSHsH9rEbxeeXvlA4HGfn5vg6jV3E4HGRkZIhEWggYIpkWuiQ+Ip6fzPkJ9Y31OJ2d27GNqo/izjV3+iyhnm6ezl+sf2lzTeHZU+zdtI7rtTXEOMUBMcEzbPWivWIgmLV6ta9D6DVsNhvZ2dncdNNN4rChEDBEMi10WWpMKg/PfpiahhqcUucS6sj6SBatXkSoMdRD0bUs05rJ+5b3kbfxqV9TWc6mz5dyrc5EuqPWe8EJvY4kRokHhNjyciLr6nwdRo8mk8mw2WxMnjyZmTNnIpPJfB2SIHSYSKaFbumf0J/7p91PtaG601MSIwwRLFq9iDBDmIeiu1KkLZLl5uWE0noCb2owsvbj99EG62iQa3AgvqELniOJ6YcBY+LWrb4OoceSyWSYzWauv/56xo0b5+twBKHTRDItdNvQ1KHcOenOLiXUeqOeRasXebzLh8qhYqllKSlS6wNk7HYbaz/9EAkJpVLFKVUM67T9MSPeahQ8Q24UyXSgGLlvH2p7586ICO2Ty+VYrVZuu+02hgwZ4utwBKFLRDItuMXofqO5eezNVBmqOp1QhzeEs2j1IvT1eo/EJpNkvG5+ndGO0a2ukSSJzV8tw1hXi0Yb1HR7qSKUlUEDqZVpPRKb0LspxMCWgDLk6FFfh9CjKBQK7HY799xzD+np6b4ORxC6TCTTgttMGjSJOcPndHrsOEBYQxiLVi8ioi7C7XE9Y3qGW+y3tLkmZ/MGivPOogtufijSINeyMmgg5xX+0yNb6BnUBpFMB5KZa9aIwi83kclkSJLEAw88QHy8/07IFYSOEMm04FazsmcxadAkqo3VnX5saGMoi1YvIqY6xm3xLDAv4Dnbc22uOXv0EEd2byckrPVk2SZTsEHTl1xVoug2LbiNVkw/DCg6k4mk0lJfhxHQ5HJX2qHVavnhD39IRIT7N1AEwdtEMi24lUwm48YxNzJpYNcS6hBTCHetuovk0uRuxzLSMpLXLa+3uaa8uJBt33xJqL4D39BlMg6qE/hW00/UUQvdZrc6UVtEN49AM33tWl+HELAUCgUOh4OIiAjuu+8+QkL8Y4CXIHSXSKYFt7uUUE8dPJVqQ+cTao1Nw+3rbqff+X5djiHRmsinlk/RoGl1jbGulvVLP0IXGtapNkzFynBWBA2iUq7rcnyCYBLTDwNSel4eISaTr8MIOCqVCovFQlJSEnfddRdarTiHIvQcIpkWPEImkzFv1DymZU2jylDV6ccrHUoWbFxA1qmsTj9WZ9ex3LKcGKntcpG9m9Zjt9u7NBjAKNewSjuAU8qoTj9WEACsRquvQxC6aMyePb4OIaCoVCqMRiNjxozh1ltvFVMNhR5HJNOCx8hkMq4feT0zh83sUpcPuSTn+u3XM/bQ2I4/xinnA8sHDHIOanfthOvmEx2fSKPR0Km4LnHI5GzXpLFDnSr6UQud5qgXyXSgmvjddyg6Ofm1N5LJZCiVSkwmEwsWLGDq1KliGIvQI4lkWvC460Zcx5zhc6g2dr4PNcC1Odcybc806MBD/8/8f8y0z+zQdTXaIOYuup+0AYMx1NZ0KTaAk6oYVmkHYJCpu/R4oXdyGEW9dKBSSBL9zp71dRh+TalUIkkSMpmM+++/n8zMTF+HJAgeI5JpwStmZc9i7si5XU6orzl6DfO2zkPubP1T9oemH/KI7ZFOXVeuUDDx+psYPW02htoanE5Hp2MDqFQE81XQYM4pxMl0oYMMou42kM1evdrXIfgtjUaDxWIhJiaGBx98kOjoaF+HJAgeJZJpwWtmZM1g/qj5XSr5ABh6digL1y9EbW2+AzzFPIWXrS93KS6ZTMaQMeOYc8e9WEwmrJauTaWzyRRs1mawVd0Hm/jSEtohF6PEA1pkdTXRNZ3vqd+TyeVytFot9fX1DBs2jDvvvFMcNBR6BfETX/Cqa4dey63jb6XKUIVT6nzNYfqFdO7+5m7CDGFNt/Wz9uMjy0coutmuLqFPOjc/9FO0wSE0dLGOGuCMKpqvgwZRJQ9qf7HQaynF9MOAN2XTJl+H4DdUKhUKhQKDwcD8+fOZNWtWU09pQejpxGe64HXjBozjgekPUGOowdGFsoqY2hjuXXkvMaUx6G16lpmXEUZY+w/sgODQMG6490ekd7OOul6uZaV2IEeUsR0p9RZ6IZVIpgNe1qFDaGy9u8WhTCZDo9Fgt9txOBzcd999DBkyxNdhCYJXiWRa8ImhqUP56dyfUm+qx+bo/A8jW6WN/+/U/8dq82rSpDS3xqZQKpk072YmzLkBY30tDru9S9dxyuTs1aSwTtOPRploBSVcSWsQ0w97gmGHD/s6BJ9RKBRotVoaGxvR6/U89NBDxMbG+josQfA6kUwLPpMel86T85/EYrVgsXW8s0F9Yz2DUwZzw7AbOtQCr6v6Z4/ghvt+jMPpwGzq+i7iBWU4XwUN5ryi9XHlQu9iszhQW0VrvJ5g+tq1yLr4DlYgU6vVqNVq6urqGDhwIHfffTc6nRhkJfROIpkWfCohIoGnbnoKmUxGo6X9hLXB0kBMWAx3TbnLK/1KI2PjWPDQT4mIicVYX9fl65hlKjZo+7FFnYZFjCLv9Sxi+mGPobVYSLlwwddheM2lQ4aSJFFfX8+cOXOYN29el4ZfCUJPIZJpweciQiL45Y2/JEQbQoO59be+rXYrCrmCH8/+MUqF98omNNog5txxH0PHTqS+pgaHo2vt8wDOqqL4ImgwhWKXulezGEUy3ZPMXLPG1yF4hUqlQqPR0NjYiFKp5KGHHiI7O9vXYQmCz4lkWvALIdoQnpj3BLHhsRgam3fScDqdNFgaeOy6xwjWBns9PrlczsjJ07j+7gdw2O2YGrpe72qSq/lW24+tYpe617IbxMCWniSlsJCwbnxP8HeXdqMVCgW1tbUMHDiQBx98kIgI0VdfEEAk04If0aq1/OS6nzAweSC1xtqm2yVJotpYzUMzHiImPMZ3AQKxSSn84EePEZeSiqG2tsvdPgDOqKL4MmgwhQr3dCIRAodTJNM9zthdu3wdgkeo1Wq0Wi02m42GhgYWLFjA9ddfj1IpDlULwiUimRb8ilKh5J6p93Dt0GuprK9sSqQXjF1AZqJ/jKNVa7XMuOVOJsyZT0N9HbZuHCRrlKv5Vtufreo+Ype6F5GJgS09zrht21A6O987318pFAqCgoJQKBTU19cTEhLCww8/LMaCC0ILRDIt+B2ZTMbckXO5a/JdVNRVMLb/WCYNmuTrsK4gk8nonz2Cmx/6KSqNhsZuDHkB16CXL4IGkyfGkfcKIpnueeSSxIBTp3wdRrdd6hut0WhwOBzU1dUxbtw47rvvPkJDQ30dniD4JVltbW3v6+kjBIzahlrCgsL8epKWw25nz8a1nDyQQ0hYGHJ593aYE+11jLcWEiaJUoCequrdvUSdL/Z1GIKb1YWH8+qTT/o6jC5TKpWoVCpXd6XGRtRqNT/4wQ+Ij4/3dWiC4Nf8N0MRBEAfrPfrRBpcQ17Gz57H7Nvuxma1YWrs3kGkC8pwvgwazH5VAnY83/5P8D61mH7YI4XX1RFXWenrMDrt0gFDtVqNJEnU1tbSr18/fvSjH4lEWhA6QOxMC4IbWS0Wdq5dSd6Jo27ZpQ5zmhlvOU+is3tlJIJ/sf35G1RW0R6vJzoxaBCf3n67r8PoMJVKhVKpRCaTYTKZcDqd3HDDDfTr18/XoQlCwBDHcQXBjdQaDVNvvIV+WcPZsmI5TqeTIF3XW/nVy7WsDcok3V7NNdZCdFLXRpsL/sNmcYhEugcbePw4QVYrJrXa16G0SaFQoFKpkMvlOJ1O6uvrSU9PZ+7cuQQHe7/9qCAEMv9+/1wQAlRSel9uefhnJKf3w1BbjdPZ9UEvAHnKSD4PGspRZSwOUfoR0Mxi+mGPN3z/fl+H0KrLDxjK5XIaGhqwWq0sWLCAhQsX+n0ivXXrVvR6PX/+8599HYogNBHJtCB4iFqrZepNC5m58C5sViuNDcZuXc8mU7BHk8KXQYM5LyYoBiyroeutFIXAcO233yLvRg96T5DJZE09oxUKBXa7nbq6OgYOHMgjjzziF2UdBQUF6PX6Nn/V1dX5OkxBaEaUeQiChyVl9OOWh3/mqqU+eZTg0HAUiq7XUtfLtWzQ9iPBUc8YaxFRTpMboxU8zS6S6R5PbbPRp7CQvNRUX4cCXFkXLUkSBoOBkJAQ7rnnHr88YJiens5tt93W4n3Tp09nz549REVFeTkqQWidOIAoCF5Uej6fLSu/wNLYiC40FJmsmyUbkkR/exUjbcWinjpAlGwrJmHDXl+HIXhYaXw8bzzyiE9jUCgUqNXqpu8zVqsVs9nMuHHjGD9+fLde1HtCQUEB2dnZzJgxg+XLl/s6HEHoMFHmIQheFJ+aw2Br9gAAHOlJREFUxi0PP87QcRNpMNRjtXRzeIdMxmlVNMuDhnJQFS9a6QUCMbClV4gvLUVv8E0Xnkut7jQaTdNudF1dHSEhITz00ENMmjTJ7xLpjmqtZjorK4usrCxqa2t5+umnGTJkCFFRUSxevLhpzZEjR/jhD3/IgAEDiImJYejQoTz99NNUV1d7+8MQehhR5iEIXqZQKhkx6Vr6Zw1ny8ovqCguJDgsvFv9tO0yBbnqJE4qYxhhu0Bfe5V4peyn5AZRltNbTNi+nVXXXee157tUF315otzY2IjT6WT27NkMGzas+++G+TGr1cqNN95IQ0MDc+fORaFQEBsbC8CqVat44IEHkMvlXH/99SQlJXHy5EneeustNm7cyIYNG9Dr9b79AISAJZJpQfCRkHA9cxfdz/lTx9mxdiUOux1dSPfG9TbI1WzTpHFIFc8I6wXSHTVir9rPKI0ime4txuzaxfpZs7B5YRf48rpo4Ip2d9dff73fd+m43Llz51rs1jFz5sw2H1dWVsbQoUNZu3YtQUFBTbdXV1fzyCOPEBUVxZo1a0i9rJZ9+fLlPPjgg7z44ou8/PLL7vsghF5FJNOC4EMymYw+AwaTmN6PfZvWcerQfrRBOlTd7FFbL9eyWZvBIaeJEdYL9HHUuidgodvUxu5NyBQCy6Djxzk0dKjHrn91Ei1JEvX19eh0Om655Rb69u3rsef2lLy8PF566aVmt4eHh5OVldXmY//4xz9ekUgDLFmyhPr6ev76179ekUgD3HLLLbz22mt8/vnnIpkWukwk04LgB1RqNePnzGfgqGvY9s2XVJWVumWCYo08iI3avkQ5Ghhpu0Cyo95NEQtdpW0QyXRvMmv1ao8k01cn0QANFz+3rr32WkaOHBmwddFtHUDcunVrq4/TarUMGTKk2e379u0DICcnh7y8vGb3WywWqqqqqKqqEl1ChC4RybQg+JGI6Fjm3/sjis6eZue6lTQajQSHhnW7zrFKEcx6RX9iHUZGWotJcHav57XQNVazA7WYftirhDQ0kFBeTsnF2t3ukMlkKJXKZkm02WzGarUybNgwpkyZglar7fZzBaLo6OgWv1fW1NQA8NZbb7X5+IaGBpFMC10ikmlB8DMymYyUfpkkpT/B8dy97N+2CSSp2/XUAOWKENYEDSDOYWCYrVTsVHuZud6Gfw+ZFjxh+vr1LL7rri4/XiaToVKpUCgUVySLdrsdo9FIWloac+bMITy8dw9zam3TITTU9b1zx44dDB482JshCb2EOPAvCH5KrlAwZMw4bn305/QdMgxjXW33W+ldVKYIZb22P19qB3FWEYHTLVcV2mMTA1t6pX6nTxNs7vzX7uVTC68+XFhXV4dareauu+7itttu6/WJdFtGjx4NwN69or+74BkimRYEP6fRBjF+znwW/OgxImLiMNRWY7e7p1SgRqFjizaD5UFDOa6MEX2qPcxusPg6BMFHRubkdHhta0n0pcOFNpuNG264gQcffJCkpCRPhdxj3HXXXYSGhvLCCy9w/PjxZvc3NjaKRFvoFlHmIQgBIlQfwZw77qWs6Dw7131DXWUFupBQFMrufxkb5Rp2aVI5oE5gsK2cgbYKNDjcELVwOadIpnutKRs3sn3CBJxtnH+Qy+Uolcpm5RzgqueVJImJEycyZswYlG74uu8toqOjefvtt7n//vuZNGkSM2fOpH///lgsFs6fP8+OHTu45pprxNRFocvEV6MgBJi45FRueuARSgry2L1+FfU1NQSHhiJ3w8l9s0xFrjqJw6p4Mu2VDLKVEyqJ0gS3MYrph72V0uGgb14epzMymt2nUCiakuirNTY2YrfbGTx4MNOmTWvW9k3omDlz5rBlyxZee+01vvvuOzZt2oROpyMxMZFFixZx++23+zpEIYDJamtrJV8HIQhC10iSRNHZU+z+dg0NhnqCQ8O6NUmxhScg1VHHYFuZ6ADiBuVLjxB7/IyvwxB8pCI6mv889ljT3y915mjpa7ahoQGHw8GAAQOYMmWKqIkWBD8mdqYFIYC5On8MICmjPwWnjrF34zoaLybVMnck1TIZ55V6ziv1RDgbGWSrIMNejUocWewSpaHR1yEIPhRTWUlcdTU18fEtlnKAK4l2Op0MHjyYyZMnExIS4oNIBUHoDLEzLQg9iNPp5OzRQ+Ru3oC5sZHgsNBuD365mkpy0N9eyQBbBXpJ1AB3hvEfmwiprfN1GIKX2VQqTg4bxoFx4yjp06fZ/ZIkNdVEZ2VlMXHixIAa/y0IvZ1IpgWhB3I6HBScOk7O5g001Ne57aDiFSSJBKeB/rZK+jhqUSK+lbTH9n/foLKJoS29RVVsLAfHjuXIqFFYdLpm90uShNFoRCaTMXz4cMaPHy9qogUhAIlkWhB6MEmSKMk/x95N66itqkAbFIxK7f6xIWrJTrq9hv72SmKcopShJVaTA/VfV/g6DMHDHAoFp4YO5eC4cRT27dvimktJtEKhYOTIkVxzzTW9dmqhIPQEIpkWhF6ioqSYfZvWU15ciEajRe2hH956p4n+tkr62qsJwu6R5whE9WVmwl5f4+swBA9wymSUJiWxJiKChltuwdzCLjS4kmiDwYBSqeSaa65h1KhRaDQaL0crCIK7iWRaEHqZuqpK9n33LcV5Z1Eo5AQFe+aAk0ySSHHU0d9eSbKjrtdPiKo8U0/04o2+DkNwo4qEBM4NGkTewIGYQkPZd/w4YQMGEBkTc8U6h8OBwWBAq9Uybtw4RowYgUql8lHUgiC4m0imBaGXajDUc3jXNs4ePYjD5iA4NNQ9HUBaoJHs9LHXkGavIcFp6JWJdemBSuK/2ubrMIRuqomOdiXQgwZhiIi44r7aujoOV1QwaOxYAMxmMxaLhejoaCZNmkTfvn3d27pSEAS/IJJpQejl7DYr544e5uDOrTQaDQTpdChV7q+rvkQj2Uiz15JuryGuFyXWJVuLSNi4z9dhCF1gCA93JdCDB1Nz1a7z1bYcPkx8VhYqtZq+ffsyadIkoqOjvRSpIAi+IJJpQRAAVz1nWdF5Dm7/jrKiIuRyGUHBIS32wnUXrWQjzV5Dur2GWKexRyfWJavOkLD3iK/DEDqoMTiY/IEDOTdoEBVJSe2ut1utNBoMWOVy+s6YwcSpU8WhQkHoJUQyLQhCM41GA8f27uLUoVxsFiu6kBD3t9a7SpDTRoqjlhRHHQkOQ48bDFP+6WFiT5z1dRhCG+r1eorT0ynIzKQ0NRWpnZIMSZIwGQxITidRyckMnz2b+P79RSmHIPQyIpkWBKFVDrud4nNnOLJnB1VlJUhAcEioR3erARSSkwSHgWRHHSmOOkIkq0efzxuq39lNZFGJr8MQLmNTqShJTeVCejpFGRnNaqBb47DbaayvR63V0n/sWAZNmkSwXu/ZYAVB8FsimRYEoUNMRiOnD+3n5IF9NDYY0GiCPNZe72oRThPJdteudYyzISDLQcT0Q/9QHRNDcXo6xRkZlCUn41R0bEKo5HTSUFcHMhkR8fFkz55N8sCByDv4eEEQei6RTAuC0CmSJFFVVsKRXdspzj+Lw2ZFFxLmtaRCLdlJcBiIdxhIcBiIkMxeed7usr+4EqVd9N32NrNWy4W0NIozMihOS8MUGtrhx0qSRGN9PZLTSUhkJAPGjydjxAiCwsI8GLEgCIFGJNOCIHSZ3Wbl/KkTHNm7i7qqCiTJ6UqsvVgzqpVsJFxMrBMcBsIki9eeu6MsjXY0L6/0dRi9glMmoyIx0bX7nJ5OZUICdKIsSZIkzAYDdrud4PBw+l1zDf3GjCGkgyUggiD0PiKZFgTBLUwNRvJPHuPUgRzqq6u+r6/28mEsndPq2rl2GohxNBAumX1eFlJXZiL89bU+jqJnaggNpSIhgYrERCoSEqiKj8eu7nxrR0tDA1aLBW1wMBkjR5I5bhzhsbEeiFgQhJ5GJNOCILidyWjk3IkjnD6QS31dNUi+SawBlJKDGGcDMY4GYpwNRDsb0EneLbeoPF1P9Mdi+mF3WdVqquLjmxLnioSETpVtNLue2YyloQGNTkfK0KEMmjiRiMREjx+wFQShZxHJtCAIHtVgqCfv+BFOHczFWF+L5JTQhYSi8OHBrRCnxZVYOxqIdjYS4TShweGx5yvbX0Hc19s9dv2eyCmTURMTQ0ViIpUXE+fa6OhOlWy0xGoyYW5sRKPVktC/P4OmTCGmTx/Rzk4QhC4TybQgCF7TaDRQdPY0pw/vp6aiHIfNjiZIi1rj++EWwU4rEU7TxV+NRDpNhEkWFHT/W2TJlkISNuW4IcqeyaLRUBcVRW1UFLXR0VQmJFAZH49Dper2tZ0OBw11dcjlcjQ6HQn9+9N39GjiMjI83jtdEITeQSTTguBlBQUFZGdnN7tdp9ORlpbGjTfeyGOPPUZISIgPovMeu91GeXEhpw/tp6QgD4vJhFwuRxcc4pNykJbIJSfhkpkIpwm900yY00KoZCHUaenUTnbJN2dI2Ne7px9KuOqb6yMjqY2Kakqe66KiMLnxc12SJCwNDdgsFpRqNREJCWSMGkXyoEHiEKEgCB4hkmlB8LJLyXR6ejq33XYbcLHdXFUV69ev5/z584wZM4Y1a9b4tBTCmyRJoq6qkvyTx8g/fhRDfS0Ou62pl7U/1rBqJDuhTgthkoVQpxlHUR6pMXpCZTa0OJBfFnJvmX7oUChoCAujXq/HEBFxxe9GvR6Hh3aC7TYbpvp65AoFQWFhJA8eTMaIEUQlJ4vdZ0EQPE4k04LgZZeS6RkzZrB8+fIr7rNYLMyaNYtDhw7x1VdfMXXqVB9F6VtWi4XKkmLyjh+h5Hw+pgYjTrsdjTYIlUbjl8n1kVVrGTp2IgAyJIKwEyyzo5PZUR8vJLSsEm1DA0GNjQQ1NBDU0IC2oQGlw3O12t0lARatFrNOhzk4GJNO5/qzTocpOPj7P1+83+qlIT6Xxng7HQ6UajXRKSn0Gz2ahMxMgrpxIFEQBKErxEt2QfAjGo2GyZMnc+jQIaqrq5tu1+v1TJw4kW+++abZY7KysgA4fPjwFbcXFBTwhz/8gU2bNmGz2cjOzubXv/41W7Zs4aWXXmLFihVMnjzZsx9QF6k1GhLTMkhMywDAYjZRXlxI3vEjlBeep7GxAafDiUar9Yvk2ul0cnlptYSMRlQ0SirX7QMGw4CWH6uyWAhqaEBpszX9Utjtrj9f/P3yv1/6s+Kq+xUOB065HKdCgUOhwKlQ4JTLv//z5bcrFDjkcpxK5RVrbGp1s0RZ8oOSG7vNhtlgQAKUKhXBej1Dpk6lT1YW+oQEcXhQEASfEsm0IPgRq9XKtm3bkMlkTUlyV1y4cIE5c+ZQWlrKzJkzGTZsGKdPn2bBggVMmTLFjRF7h0YbRErfTFL6ZgKuntblRYWcP3OSigtFmIwGHHY7yGQE6YK9/ta+3WLt8nPaNBpsGo2bIwpcTqcTs9GI3WZDoVCgDQkhMiGB5BkziE1PJzw2VpRuCILgV8R3JEHwkXPnzvHnP/8ZcL1tXV1dzYYNGygpKeH555+nX79+Xb72H/7wB0pLS/ntb3/LL3/5y6bbP/zwQx5//PFux+5rQcEh9BkwiD4DBgHgsNupraqg9Hw+xefOUFtZgcVswuGwo1ZrUGuDPLp7aW4wolKJhLizJEnCajK5Dp8qFKg1GkKjoug7ahSJmZlEJCSgDgrydZiCIAhtEsm0IPhIXl4eL730UrPb58yZ061aaYvFwldffUVMTAyPPfbYFffdfffdvPbaa5w+fbrL1/dHCqWSqLgEouISGDJmPADmxgaqy8soOneGiuLzNNTXYzGbXCUZuHa7VWq1W0pELA0NqLowda83kZxO15CUi11bFEolwRERpPbrR8rgwUQlJ6MLD/d5yY4gCEJniWRaEHzk6gOI1dXV7Nq1i//3//4f1113HV9//TWjR4/u9HVPnz6NxWJhxIgRaK4qH5DJZFxzzTU9LpluiVYXfEXdNbgONtbXVFFVWkJpYQE15aWYjEbsdhtOhwO5XI5Ko+10km1pbESlEck0uPo6WxobsVutyORy145zUBC68HASBwwgJi2NqKQkwmNjkfeSbjWCIPRsIpkWBD8RGRnJ9ddfj06n4+abb+ZPf/oTX375ZaevYzAYAIiOjm7x/tjY2O6EGdDUGg3R8YlExycyYPgo4GJniAYjdVWVVFeUUV1WQk1FBVZTI2azCcnpxOFwIJPJUGs0qNSaZiUjtkYzYUHBvviQfMJhs2E1m7FZLMgVCmQXd5o1wcGEREaSNnw4MWlphMfEEBIZidINw1cEQRD8lUimBcHPjBrlSvJyc3ObbpPJZDhaaaFWX19PWFhY099DL7YGq6ysbHF9eXm5u0LtEWQyGbqQUHQhoST0Sb/iPqfTiclowFhfR11VJVVlF6gpL8dsanQlk1Yr4BoS4pCpMFZXo1CpUKrVKFUqvxk+0x5JknA6HDhsNuw2Gw6bDQCZXO76BciVSlQaDUqNhoiYGCISE4lKTiYsKorgiAjUQUGiREMQhF5JJNOC4Gdqa2sBV4JziV6v58KFC83WFhQUUFdXd0Uy3b9/fzQaDQcOHMBisVxR6iFJEnv37vVc8D2MXC4nOCyc4LBw4pJTgZFX3O90ODA1NmCoqsJuttBQU4OxpgZjVRUNtbVYTCbsFgs2iwWn3X7FYHJJkkCSmv0uUyiQX0xi5XJ509/lcjkSrtpj6dL6S3++7Dbp8ttwvVhAJkMmkyHDlSBf+vul5Fil0aANCSFYryc4IoKQyEiCw8PR6HRogoPR6HQoRU24IAhCi0QyLQh+5t///jcAEyZMaLpt5MiRbNiwgW3btjFp0iTA1Ubv17/+dbPHazQabrrpJpYuXcp///tffv7znzfdt2TJEk6dOuXZD6AXkSsUBIeGERwa1u5ap8OBw27HYbPhsNubdoAv/d1hs2Gz2bCZTK5d74tlFLbL/iyTy1EoFChUKtcvpdK1E37pzxd3xBUqlevPSiVyheL7X3I5ap0OjU4ndpIFQRDcRExAFAQva2mcOEBNTQ27d+/m4MGD6PV6Vq9ezaBBrtZvGzdu5JZbbiEoKKjp9++++47w8HAKCwtRqVRXDG0pKipi+vTplJeXM2vWrKY+02vXrmXy5Ml8++23fPPNN0ycONHrH78gCIIg9CQimRYEL7uUTF9No9GQmJjI9OnT+fnPf05KSsoV93/11Ve89NJLnDlzhoiICG666SZ+97vfMX68qxXc1RMQ8/Pz+cMf/sDGjRux2+1kZ2fzm9/8hi+//JK33nqLLVu2MGzYMM99oIIgCILQC4hkWhB6meuuu449e/Zw/vx5QkJCfB2OIAiCIAS0wDhqLghCp5WWlja77dNPP2XXrl1ce+21IpEWBEEQBDcQO9OC0EOlp6czbNgwBgwYgEKh4PDhw2zbto3Q0FDWrFnDkCFDfB2iIAiCIAQ8kUwLQg/1wgsvsHr1aoqKimhsbCQ6OprJkyfz9NNPk5mZ6evwBEEQBKFHEMm0IAiCIAiCIHSRqJkWBEEQhE549NFH0ev1FBQUdGj91q1b0ev1/PnPf/ZwZIIg+IJIpgVBEASfKygoQK/XX/ErJiaGIUOG8NBDD3HkyBFfhygIgtAiMQFREARB8BuXDzNqaGhg3759LFu2jBUrVvDVV18xbtw4H0fYeaNGjWLPnj1ERUX5OhRBEDxAJNOCIAiC38jIyOC555674rY//elPvPLKK7zwwgt88803Poqs63Q6nTj0Kwg9mCjzEARBEPzaww8/DMD+/fsBOHDgAPfeey9Dhw4lNjaWvn37Mm3aNF555RUAnE4nQ4cOJT09HYvF0uI1586dS1RUFMXFxVfc/s0337BgwQLS09OJi4sjKyuLhx9+mGPHjjW7hiRJvP7664wZM4bY2FiGDh3KX/7/9u4lJAotAOP4f8zSIVJInCYSHLI2EhTjg5SmSCMjhWghLUxLlAI1gt4gtQlBi16IGE1JaqGBiyxLF2YpPiAaSqEIBLUSMwfysSiHJr2LaO6dO13piuaD77cazvvMZj4OhzOFhUxMTHi1m+rOtNPpJD8/n+joaMxmMxaLhcTERIqLi///FyUic0JhWkREFgSDwUBXVxdJSUk0NjayefNmcnNz2bNnD0ajkdu3bwPg5+dHRkYGw8PDPHjwwGec7u5uOjo62LFjB2vWrPGU5+fnk5aWxqtXr0hOTiYnJ4e4uDiam5t59uyZzzjnzp3j4sWLxMTEkJmZCUBhYSEFBQW/tZ/u7m5sNhslJSWEhoZy+PBhUlNTMRqNXLp06f9/QSIyJ3TNQ0RE5rWbN28CYLVauXfvHi6Xi7t375KcnOzV7vPnz57P6enpXLhwgfLyclJTU73aVVRUAJCRkeEpa2hooKSkhMjISOrq6li5cqWnzu12e439U2dnJ21tbZjNZgBOnTqF1Wrlxo0bnD59mmXLlk25r0OHDjE4OMi1a9c4cOCAV92/T8xFZP5SmBYRkXmjp6fHcx3iy5cvvHjxgo6ODgIDAzl79iy1tbUAGI1Gn77/DMCrV69m165dPHr0iJ6eHtauXQvAt2/fqK6uxmw2k5SU5Gl/69Yt4MfJ8j/HAfD398dkMvnMd/LkSU+QBggJCWH37t1UVVXR3d095b+MOhwOXr58SXx8vE+QBrxOzEVkftM1DxERmTd6e3spKiqiqKiI69ev8/79e1JTU3ny5AmxsbHs3bsXPz8/9u/fT25uLjU1NQwMDPxyrMzMTCYnJz0n0QCPHz/G6XSSlpaGv//f50kOh4OAgAC2bNny22vdtGmTT9nPEDw6OjplX4fDAUBCQsJvzyci85PCtIiIzBuJiYmMjIwwMjKC0+nk9evX2O12zylvdHQ0dXV1xMfHU1NTQ3Z2NpGRkSQkJNDS0uI1VkJCAuHh4VRVVeF2uwGorKzEYDCQnp7u1XZsbAyTyYSf3+//LK5YscKnbMmSJQB8//59yr5jY2PAjxN0EVnYFKZFRGRB+Rmk+/r6ePjwIbm5ubx584Z9+/bR19fnaWcwGDh48CCfPn2ivr6e/v5+mpqa2LZtGxaLxWvM4OBghoaGfF7imC3BwcEAfPz48Y/MJyKzR2FaREQWJKPRiM1mo6CggGPHjvH161eePn3q1SYtLY2lS5dSWVnJnTt3mJiY+OUd5aioKFwuF62trX9k7VFRUQA0NTX9kflEZPYoTIuIyILx/PlzxsfHfcqdTicAAQEBXuUmk4nk5GQaGxspKysjJCTE5xUQgOzsbADOnDnD8PCwV53b7WZoaGimtgD8eJnEarXS3t5OeXm5T/1/3QMXkflHr3mIiMiCcfXqVVpbW4mLiyM8PJzAwEA6Oztpbm7GYrGQkpLi0yczM5P79+8zNDREXl7eL5+s27lzJ0eOHKG4uBir1UpKSgqhoaEMDAzQ0tJCXl4eOTk5M7oXu91OSkoKR48epbq6mtjYWMbHx3n79i1dXV309vbO6HwiMjsUpkVEZMHIysoiKCgIh8NBe3s7k5OThIWFcfz4cXJycggKCvLps3XrVsLCwujv7/d6W/rfzp8/T0xMDHa7ndraWlwuF6tWrcJms7F9+/YZ30tERATNzc1cvnyZhoYGSktLWb58OREREZw4cWLG5xOR2WEYGRmZnOtFiIiIzJbBwUE2bNhATEwM9fX1c70cEVlkdGdaREQWtdLSUtxuN1lZWXO9FBFZhHQyLSIii87o6ChlZWV8+PCBiooK1q1bR1tbm+cdaBGRmaIwLSIii867d+/YuHEjgYGBREdHc+XKFdavXz/XyxKRRUhhWkRERERkmnRnWkRERERkmhSmRURERESmSWFaRERERGSaFKZFRERERKZJYVpEREREZJoUpkVEREREpklhWkRERERkmhSmRURERESm6S+yi9qnhdGBogAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = 'Water', 'Normal', 'Grass', 'Bug', 'Psychic', 'Fire', 'Electric', 'Rock', 'Other'\n",
    "sizes = [112, 98, 70, 69, 57, 52, 44, 44, 175]\n",
    "colors = ['Yellow', 'Blue', '#00ff00', 'Coral', 'Red', 'Gray', 'silver', 'white', 'Maroon']\n",
    "explode = (0, 0, 0.1, 0, 0, 0, 0, 0, 0) # only \"explode\" the 3rd slice \n",
    "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
    " autopct='%1.1f%%', shadow=True, startangle=90)\n",
    "plt.axis('equal')\n",
    "plt.title(\"Percentage of Different Types of Pokemon\")\n",
    "plt.plot()\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(7,7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2=df.drop(['GENERATION','TOTAL'],axis=1)\n",
    "sns.boxplot(data=df2)\n",
    "plt.ylim(0,300) #change the scale of y axix\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>800.00000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>435.10250</td>\n",
       "      <td>69.258750</td>\n",
       "      <td>79.001250</td>\n",
       "      <td>73.842500</td>\n",
       "      <td>72.820000</td>\n",
       "      <td>71.902500</td>\n",
       "      <td>68.277500</td>\n",
       "      <td>3.32375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>119.96304</td>\n",
       "      <td>25.534669</td>\n",
       "      <td>32.457366</td>\n",
       "      <td>31.183501</td>\n",
       "      <td>32.722294</td>\n",
       "      <td>27.828916</td>\n",
       "      <td>29.060474</td>\n",
       "      <td>1.66129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>180.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>330.00000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>49.750000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>2.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>450.00000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>3.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>515.00000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>5.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>780.00000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>6.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           TOTAL          HP      ATTACK     DEFENSE     SP. ATK     SP. DEF  \\\n",
       "count  800.00000  800.000000  800.000000  800.000000  800.000000  800.000000   \n",
       "mean   435.10250   69.258750   79.001250   73.842500   72.820000   71.902500   \n",
       "std    119.96304   25.534669   32.457366   31.183501   32.722294   27.828916   \n",
       "min    180.00000    1.000000    5.000000    5.000000   10.000000   20.000000   \n",
       "25%    330.00000   50.000000   55.000000   50.000000   49.750000   50.000000   \n",
       "50%    450.00000   65.000000   75.000000   70.000000   65.000000   70.000000   \n",
       "75%    515.00000   80.000000  100.000000   90.000000   95.000000   90.000000   \n",
       "max    780.00000  255.000000  190.000000  230.000000  194.000000  230.000000   \n",
       "\n",
       "            SPEED  GENERATION  \n",
       "count  800.000000   800.00000  \n",
       "mean    68.277500     3.32375  \n",
       "std     29.060474     1.66129  \n",
       "min      5.000000     1.00000  \n",
       "25%     45.000000     2.00000  \n",
       "50%     65.000000     3.00000  \n",
       "75%     90.000000     5.00000  \n",
       "max    180.000000     6.00000  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize = (20,10))\n",
    "plt.title('Attack by Type1')\n",
    "sns.violinplot(x = \"TYPE 1\", y = \"ATTACK\",data = df)\n",
    "plt.ylim(0,200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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h1o58iCoihykhCTMhqapbUSWU46aG2LfK0Y4dOyLqRowYQV5eHnl5eUyaNOmYvH9SUhL33HMPeXl5vPzyy0e8v33HcWBQZd68eSxfvpyTTjqJRo0ahW3/l7/8BSgN7ERz9dVXk5eXR25uLitWrODWW29lzZo1XHXVVQQPWr5xH8MwcDgcAMTFxR3xMUn15RjzeljQBsC2eC727z+rohaJiEiNUZCH8/+eLQvaABgBP873X8DIza7ChomIyNGiwE0NsW8p7J9//rnK2nDNNdfQrFkz3nnnnairQf0RM2fOBCjLYwP7c9L8/PPPpKamhv33j3/8AyidSuX3+8vdr2EY1KtXjyeffJJLLrmEmTNn8vbbbx9RW+U4Fwhgmxf9vLLNnVrJjRERkZrG9vvPGFH6NkYwiG3ejCpokYiIHG0K3NQQ5557LklJSYwfP55169Yd+gXHgN1u56GHHsLj8fDMM8/86f2sXbuWcePG4XQ6y6Zzud1uxo4dS3x8PFdccUXU/zp06EBWVhYTJ048rPd54okniIuL48UXX6SwsPBPt1eOdyaY0Ze6N0LRR2uJiIgcNaHov0EAlDNqWEREqhcFbmqI1NRUnnjiCbxeLxdddFG5CY3z8/OPaTsuuOACunbtyqeffsratWv/8OvnzJnDBRdcgNfr5Y477qB+/foAjBs3jsLCQs455xxee+21qP89+eSTQPnTpQ5Wt25drr76anJycnjzzTf/cFulhrDZCXbtE7UqcKISVouIyLEVPKEvptUaUW4aFgLdT6qCFomIyNGm5MQxavny5dx4441R61q3bs2JJ54IVLwcuMvlKpsiBKV5XIqKinjsscc49dRT6dmzJ126dCE5OZmcnBxWr17NL7/8gt1uL9v/gSpaDhzgwgsvpHXr1hUel2EYPPbYY5x33nls2rSp3O3Wr19f9l5+v5+srCx+//13li9fjtVq5e677+b+++8v235fMGbEiBHl7vPUU0+lQYMGTJ48mR07dkRdYetgd9xxBx9++CFvvPEGf/vb345ZUmWp3ryX3YJly3osWftzSAVbdsA39LIqbJWIiNQEZq3aeK+4HedHr2LsHQFqGga+y25SIlwRkeOEAjcxaseOHXzyySdR6/r161cWWKloOfDk5OSwwA2Uru40dOhQ3n33XWbMmMFnn31GcXExycnJtGnThnvvvZcRI0bQuHHjiP1VtBw4lC4hfqjADZQGUAYMGMDUqeXn/9iwYUPZe8XFxZGSkkKrVq245557uOyyy2jWrFnZtmvWrGH27Nk0adKEk04q/8mSxWJh+PDhvPjii4wZM4a77rrrkG2tU6cO11xzDa+//jpvvPEGDz744CFfIzWPWbsexc98iG3ejNLlwJu2Jti5F1g0qFFERI69wGnnEOzYA9tv08E0CZx4CmZmg6puloiIHCVGXl5euSvWydGTlZVVtrKTCOhvQkRERERERA5Nj4NFRERERERERGKUAjciIiIiIiIiIjFKgRsRERERERERkRilwI2IiIiIiIiISIxS4EZEREREREREJEYpcCMiIiIiIiIiEqMUuBERERERERERiVEK3IiIiIiIiIiIxCgFbkREREREREREYpQCNyIiIiIiIiIiMUqBGxERERERERGRGKXAjYiIiIiIiIhIjFLgRo5LQ4cOJTU1taqbISIiIiIiInJEbFXdAJFNmzbRpUuXCrfZuHGjAjEiIiIiIiJS4yhwIzGjWbNmXHLJJVHrXC5XJbdGREREREREpOopcCMxo3nz5vzzn/+s6maIiIiIiIiIxAzluJFqYeHChdxzzz306dOHxo0bU7duXfr27csrr7yC3+8/rH2EQiFGjhzJgAEDaNq0KXXr1qV9+/Zceuml/PzzzxHbz5o1i0svvZTmzZtTp04dunXrxlNPPUVxcfHRPjwRERERERGRqDTipob4dlMJLy8uZGVegLapNu7snMSwJnFV3azD9tFHHzFx4kT69u3L6aefTklJCTNnzuTxxx9n/vz5fPzxx4fcx+OPP86///1vmjVrxsUXX0xiYiLbt29nzpw5TJ8+nZNPPrls2/fee4+7776blJQUhgwZQu3atVmwYAEvvvgiP//8M9988w0Oh+NYHrKIiIiIiIgIRl5enlnVjagJsrKyqF27dpW897ebSrh8ak5YmQF8PKBWTARv9iUnLi/HzaBBg6hbty7169fHarWWlZumya233sqoUaOYOHEivXv3LqsbOnQos2bNIi8vr6ysWbNmuFwufv/9d+Lj48PeIzc3l7S0NABWrlzJSSedRNu2bfn666+pVatW2XavvPIKjz/+OE8++SS33nrrER13Vf5NiIiIiIiISPWgETc1wMuLCyPKTOCVxYUxEbjZZ8OGDTz33HMR5SkpKdx0000R5YZhcN111zFq1CimTZsWFrgpj91uDwv+7LMvaAPwwQcfEAgEeP7558OCNgC33347b7zxBl9++eURB25EREREREREDkWBmxpgZV7gD5VXlYEDB/Lll19GrfP5fLzzzjuMHTuWNWvWUFRUhGnuHyy2c+fOQ+7/wgsv5P/+7//o06cPF1xwASeffDI9e/YkLi48eDVv3jwApk6dyvTp0yP2Y7fbWbNmzR85NBEREREREZE/RYGbGqBtqo352ZEJfNumVp+v/8orr2TixIm0bNmS888/n9q1a2Oz2cjPz+ett97C6/Uech/PPvssTZo0YfTo0bz44ou8+OKLuFwuzjvvPJ5++mnS09OB0mlTAC+++OIxPSYRERERERGRQ6k+d+7yp93ZOYkrpuZwYDIjY295dTB//nwmTpzIwIED+fzzz8OmOv3222+89dZbh7Ufm83Grbfeyq233sqOHTuYNWsWo0eP5tNPP2X37t2MHTsWgKSk0s9ly5YtZf9fREREREREpCpoOfAaYFiTOD4eUIvuGXYSbAbdM+yMGlCLoTGU36YiGzZsAOCMM86IyE8ze/bsP7XPevXqcdFFF/Hll1/SvHlzpk2bRklJCQAnnngisH/KlIiIiIiIiEhVUeCmhhjWJI4pZ9dh2xX1mXJ2nWoTtAFo1KgRAHPmzAkrX7FiBS+//PJh7cPr9TJ37tyIcrfbjdvtxm63Y7GUng7XXnstNpuNe++9ly1btkS8Ji8vj0WLFv3RwxARERERERH5wzRVSmJe9+7d6d69O1999RU7d+6kR48ebN26le+//54zzjiD8ePHH3IfJSUlDB48mJYtW9K1a1caNmyI2+1m4sSJ7Nq1i1tvvRWn0wlA+/bteemll7jzzjvp0aMHp59+Os2aNaOoqIiNGzcya9YsLrvsMl555ZVjfegiIiIiIiJSwylwIzHParXy2Wef8dhjjzFlyhQWLFhA8+bNefLJJxk0aNBhBW4SEhJ4/PHHmT59OrNnzyYrK4vU1FRatmzJo48+yoUXXhi2/VVXXUWnTp144403+OWXX5g4cSLJyck0bNiQm266ieHDhx+rwxUREREREREpY+Tl5ZmH3kyOVFZWFrVr167qZkgM0d+EiIiIiIiIHIpG3IiIiEiVM3ZuxT5zIkZRAYEO3Ql2Pwks1kO/UEREROQ4p8CNiIiIVCnrvBm4/vsERjAAgP2nrwl07oXn9qfBpq6KiIiI1GxaVUpERESqTsCPc+QrZUGbfWyL52KbO7WKGiUiIiISOxS4ERERkSpj2bgaS35u1DrrotmV3BoRERGR2KPAjYiIiFQdZ1z5da74ymuHiIiISIxS4EZERESqTKhRc4JNWket8580uJJbIyIiIhJ7FLgRERGRKuW5+RGC9ZuW/dt0OPEOv5lQ685V1ygRERGRGKGlGkRERKRKmZkNKXnmAyxrlmK4Cwm27gQJSVXdLBEREZGYoMCNiIiIVD3DINS6U1W3QkRERCTmaKqUiIiIiIiIiEiMUuBGRERERERERCRGKXAjIiIiIiIiIhKjFLgREREREREREYlRMR+4GT16NKmpqRX+d84554S9pqCggAceeICOHTtSp04dOnXqxMMPP0xRUVHU9wiFQrz99tv07duXunXr0qJFC6699lo2btxYCUcoIiIiIiIiIhJdzK8q1alTJ+67776odV9//TUrVqxg4MCBZWVut5uhQ4eyZMkSBgwYwEUXXcTixYt57bXXmDVrFt999x0ulytsP3fccQcjR46kXbt23HDDDezYsYNx48YxdepUJk+eTIsWLY7pMdZUqampf2j7vLy8Y9IOERERERERkVgV84Gbzp0707lz54hyn8/Hu+++i81mY/jw4WXl//73v1myZAl33HEHjz32WFn5Y489xquvvsp///tf7rzzzrLyGTNmMHLkSPr27cu4ceNwOBwAXHzxxVx88cXcc889jB079tgdYA0WLSD35ptvUlBQUG6wTkRERERE5I+yrFmK49sxWLauJ1SvMf6hwwm2OwGAHcVBXlpUyORtHlIcFq5oFc+1bRMwDKOKW139WH+bhuPHsRg5uwm26ojv7MsxGzQFYFmOn5cWFzIvy0ejRCs3tk9kWJM4APK8IV5eXMiEzSU4LQYXt4jn5g6JOKyl34Htp2+wT/8Wo6iQYIfu+M65AjO9DgCW1YtLv9ttGwjVb4pv6HBCbbsCYORk4fj6Y6xL52EmJOLvP5TAaedANftujby8PLOqG/FnfPXVV1x99dUMHTqU0aNHA2CaJu3bt6ewsJBVq1aRkJBQtr3b7aZNmzZkZGSwcOHCsvLrrruOL774ggkTJtCvX7+w9xg2bBgzZ85kyZIlNGrU6Ijam5WVRe3atY9oHzVBp06d2LJlS40YXaO/CRERERGRY8+yciFxz9+NEQyUlZkWC547/sWetj3o//VuNhUFw17z9/YJPNsrtZJbWr3Zpo7H9dErYWVmfALFj77FClddBn2TRVEgPPzwWr9U/tIynoHfZLE4xx9Wd04TFyMHpOP4/G0cEz4JqwvVqk3xE+9i3bIe14v3YAT3f3+mxYLnzucINmtD/CPXY9mzK+y1viGX4Bt+09E45EoT8zluyjNy5EgArrzyyrKydevWsWPHDnr16hUWtAFISEigV69ebNy4ka1bt5aVz5w5k4SEBHr37h3xHvumYM2aNetYHIIcpk2bNpGamsqNN97IqlWrGDFiBM2aNSM1NZVNmzaF1UeTmprK0KFDI8oLCwt55pln6N27N3Xr1qVx48ZccMEFzJ49+1gfkoiIiIiIVBLH+JFhQRsAIxTCMf5DRq8tjgjaALy30s2u4shyKUcwgGP8yIhio9iN4/vP+feSooigDcBzCwv5ZlNJRNAG4OtNHpZszcH+4xcRdZacLOzTJuAY/1FY0Ab2fbcfYZ/xXUTQBsA++SsoyPsDB1f1Yn6qVDSbN29m+vTpNGjQgEGDBpWVr1u3DoDmzZtHfV3z5s2ZMmUK69ato2HDhrjdbnbu3En79u2xWq1Rtz9wvxXxeDwV1odCIUKh0CH3c6zY5s/E+e1oLNs2EWrQBO+wEQS6nVRl7TmUAz8r0yw9wdevX8+gQYNo3749w4cPJzc3F5vNht/vj/q6ivaZm5vL0KFDWblyJb169eKvf/0rhYWFfP/995x99tl88MEHUYM9R1MoFDrk342IiIiIiByZ+I2ro5ZbNq5hwe6SqHX+ECzc5aZ/PcexbNpxw5KTRWLenuiVG1ayMMUbtWqrO8is7dG/A4AFa3bQxx8Z1AFg/QqMjWuit2fjGkhNj1pnBPwEN6zC36ZLue97rB2cd/dQqmXgZvTo0YRCIYYPHx4WcCkoKAAgJSUl6uuSk5PDttv3v/vKD7V9RbZv304wWH5E1uFw4PP5DrmfY8Gx8Bfi33yi7N/WDauIe/1RCv/+ML6ufaukTeXZF6Q58LPa9//nzp3LnXfeyb333hv2ms2bNwMQDAbL/YxDoVBY3T333MPKlSt56aWXGDFiRFn5/fffz5AhQ7jjjjs4+eST//AJ9Ud4PJ7D+tsSEREREZE/Ly4lnYTiyBWGvakZpAXdgD2izsDEUbibLVFGiUgkI+AnxRmH1RsZhClKSCHT6mVFlPBDis2kTjAfcEbdb4LFh2kYGGbk95DnTCApJZ14T3FEnSc1g3xHAnWj7NPEYIvPxL9lyyGP61iwWq3lDjYpT7UL3IRCIUaPHo1hGFx++eVV3Zwy9evXr7A+Pz+/LPFxZUuY+FlEmWGaJPzwOfQ8tfIbVIF9CcAO/Kz2/f/MzEzuvffeiM9x37+tVmu5n7HFYimr27NnD+PHj+eUU07h6quvDtuuQYMG3Hrrrdx///3Mnj2bwYMHH50Di8LlcpGZmXnM9i8iIiIiIhAcNgLefSai3H/WX7ipW20+25lPgT88MHBWQyd9WmdUVhOPC94B5xL//adhZabFinH2CO5IrMXPUwsIHhR/ub5tPNe1TefD7XnsKAmfPdEt3cbQXu3wLj0V168/hdWFnHHYhw0nuH4FvPdcRFsCQ4fjaNOZ0O/TsBwU2PF1P5m6nbr++QOtAtUucDNt2jS2bt1K//79adq0aVjdvhEy+fn5UV978AibQ42oOdSInAMdamRGYWEhFkvVpBSybNtUTvnGKmvToRzYrn3BnI4dO0b9nA/M9l7R8eyrW7hwYdnonOeeizzJ169fD8DatWs588wz/9wBHAaLxXJMR/SIiIiIiAhw0hl4zCCO8R9jydpOKD0T37DLMAacSzPg6yF2Hvotn5k7fSTYDIa3jOfxE5Nx2WPzXilWhS75G15XHI7JYzEK8wk2boHvouuxtT+BU4GPB9h46vcClucFqO2y8Pf2idzZORHDMJhwlp1/zs1j0jYvdguc2zSOf/VMweWyErj+fnyptbDP+B7DU0ywdSe8l/4dR8Om0LApHjOE45tRWLJ2EMqoi2/YCIzThuEAPPe9jPPTN7GuWoTpisN/0hD8l/4dlyP6CJ9YVe0CN9GSEu/TokULYP+N98H2le/bLiEhgbp167Jp0yaCwWBEnpuDt6+uQg2aYt2wMkp5sypozZ93tFZgys3NBWDOnDnMmTOn3O3cbvdReT8REREREalagZPPJHDymeDzwkE37V0zHHx7Zm08ARO7BayW6rVUdMywWPCfdxX+c68Evy/icz6rcRxnNY6jJGDisoY/gG+ebOOz0zPwBU0sBtgO/A4cTnwjbi1dCSoQiNhvoP9QAv2HRv1uQ83bUvLAv0vrbDawROa2rQ6qVQgxJyeH7777jrS0NIYNGxZR36JFC+rVq8fcuXMjbrrdbjdz586lSZMmNGzYsKy8X79+uN3uqDfwU6ZMAaBv39jKA/NH+c4egXnQOvWmYeA7e0Q5r4hNhhH9ArpvJE20HEPRRl8lJSUBcMstt5CXl1fuf/fff/9RbL2IiIiIiFS5CkZauGyGgjZHg2FU+DnH2Yxy7+0cViM8aHMgi7XC/R6yrpoGbaCaBW4+/fRTfD4fl1xyCU5n5JdiGAZXXHEFRUVFvPDCC2F1L7zwAkVFRVx11VVh5fv+/fTTT4clr500aRIzZ85kwIABNG7c+BgcTeUJdj8Zz61PEGzeDtPpIti8HZ7bniQYw6tK/RH7klFv3749om7x4sURZd26dcMwDH777bdj3jYRERERERGRI1GtpkqNGjUKiD5Nap/bb7+d7777jldffZXFixfTpUsXFi1axNSpU+nWrRs33nhj2PannHIKV155JSNHjqR///6cccYZ7Ny5k6+++oq0tDSef/75Y3pMlSXY/WRKup9c1c04JpKTk2nVqhVz5sxh/fr1ZRm6CwsLeeKJJyK2z8zM5Pzzz2fs2LH85z//4dZbb42I+M6bN4/27dsTHx9fKccgIiIiIiIiEk21Cdz8/vvvLF++nO7du9OhQ4dyt0tISGDChAk8++yzfPPNN/z8889kZmZyyy23cN999xEXFxfxmldffZX27dvz0Ucf8dZbb5GQkMCwYcN4+OGHadaseuWBqaluueUWbr/9dk4//XTOO+88QqEQkyZNolu3blG3f+mll1izZg2PPPIIn376KT179iQlJYVt27axYMEC1q1bx6pVqxS4ERERERERkSpl5OXlaWH6SpCVlXXUkusezzp16sSWLVvIy8srK9u0aRNdunRh+PDhvPnmm+W+9v/+7/9488032bx5M5mZmVx22WXcc8891K5dm379+jFhwoSw7UtKSnj33XcZO3Ysa9asIRQKUadOHTp27MjZZ5/NRRddhM127GKb+psQERERERGRQ1HgppLoJl0Opr8JEREREREROZRqlZxYpKYzcrIw9uyu6mZIeUqKMXZuLV3+UERERGocIz8HI2tH9MqK+gmhIMaureAuPLYNFIlxRvZOjLw90SsL8zB2bQMzytgTn7f0/PJ6jm0Dq0i1yXEjUpMZ2zfheu8FrGuXAhBs3g7vtfcQati8ilsmAAQDOD5/B/vUrzF8HsykFHxnX45/8MVV3TIRERGpBEZOFs73n8e6dB6GaRJs0BTvVXcSatP5kP0E2+wpOD5/C0tOFqbVRqD3QLxX3QHOyNycIscry/qVOD94EevmtQAE2p2A99p7MWvXA3chrvdfwDp/JkYoRKhOfbwjbiHYtS8A9nEf4fjhc4xiN2ZcAv4zLsJ3/l9LlyU/TmiqVCXRtBg52GH/Tfh9xN97OZac8JE2oZRaFL8wBpyuY9RCOVyOL9/D8fXHEeWeGx8m0HtgFbRIREREKlPcI3/Duml1WJnpiqP4uVHYp4wrt58QqlWHuGduxzBDYXX+vqfjveHBY9pmkZhRVEDCPZdhFBeFFYfqNab4mQ9xvfJPbIvnhtWZVhslT7yLdeVCnB//O2KX3stuPq4eomqqlEiMsy74JSJoA2DJz8E2b0YVtEjChELYp4yPWmWf/FUlN0ZEREQqm2XtsoigDYDhKcE24/sK+wn2qeMjgjYAtrlToSj/qLdVJBbZZ0+OCNoAWHZsxjbrh4igDYARDGCb9m25/W37lHFHu5lVSlOlRGKcJTer3DojL7sSWyJRBfwY7oKoVeXOzxUREZHjhlFRXy1nd4X9BMMa/XbMCAYxCvIwE1OOShtFYpmRW/49jbFza7l1lrzscl9r5B5f/XCNuBGJccHWncuva9WpElsiUTmcBJu0jlql70dEROT4F2rRAdNqjV7XrmuF/YRQ6+h9hVBKLcw6DY5aG0ViWbCc88A0DAI9TsV0Rc/3FGzdqdzXlldeXSlwIxLjQs3a4I+SJyXQ/eRyf+ylcvkuvh7zoCdmZkIyvnMur6IWiYiISGUxa9WOmksj2LIjge6nVNhP8J1+IaGMuuF1hoHvouvBpskRUjMEO/ci0KF7RHng1LMxm7bCd95fI1/ToCn+k8/Cd8E1mAfl/DQdLnwXXH2smlsllJy4kmRlZZGRkYFxHGW2lj/PNE2ys7MPP2F1KIhtxvfYfp0GZohAz1MJnHIWlDO8ViqfZeNq7D9+iSVrO8EmrfEPvqg0C76IiIjUCLa5U7HN+hHDW0Kga1/8A84tW0Sion6CUZCL/ccvsa5aRCglncDAcwm2O6EqD0Wk8vl92H/6Buv8mWCzE+gziEDf08tWhrIumoN92rcYRQUEOp6If9D5kJAElK7A6/jxCyzbNhKq1wTf4IswGzStwoM5+hS4qSSFhYXYbDbi4rSsn0BJSQmBQICkpKSqboocJZb1K7H/+AWW3dsINWmNb8jFmJkNq7pZIrHD58U+ZRy2+bMwbTYCfU4ncPKQsg7ZhE0ljFztJtdr0r++k5s6JJLm1MBgkcMSDGCbPgHbr9MwzBCBE/vjP+0cjdgQETlOKHBTSUKhEHv27CExMRGXy6WRNzWUaZp4PB6KiopIT0/HYtFNyfHAungurlcfwAgGy8rM+ESKH34Ds36TKmyZSIwIhXA9fxe2FQvCiv39h+G95m7+vaSQR+eFJ+9sk2Jj0rDaJDt0nRQ5FOcbj2P/9aewssAJ/fDc8XQVtUhERI4mheEricViIT09HbfbTXa2VgKqyVwul4I2xxnH/94NC9oAGMVFOL4ZhfeGB6uoVSKxw7p4TkTQBsA2YwI5gy7mhYX2iLpV+QFGrSnmpg6JldFEkWrLsn5lRNAGwLZgFpZViwm1KX+RAxERqR4UuKlEFouFpKQkTY8ROZ74vFg3r41aZV2ztJIbIxKbrKujnwuGaZK1ZDFFgW5R6+fu9ipwI3II1jVLyq9bu1SBGxGR44Ae+YuIHAmbHTMxOWqVmZZRyY0RiU1mrfITsSfUrlNuXb346Mvrish+oQrOLzNVv0MiIscDBW5ERI6ExYJ/4PlRq/yDLqjkxojEJn+fQZgJkQHOYP2m1D6xB4MbOiPqHBa4uk1CZTRPpFoLntCPUEZmRHkoNZ1Aj/5V0CIRETnaFLgRETlCvvOuxHfWcExX6apxoeQ0vJffRqDXaVXcMpEYkZBEyb0vEmzWBgDTMAh0OBHP3c+BxcLbp9TiwmZx2Pbm7W+ZbGP0wHTapEbmvhGRg9jslNzzEsE2XcqKgq06UnLvS+CIDIqKiEj1o1WlRESOFq8HoyAXM622lmAVKYeRk4Vps0NyakRdnjdEgT9EowSrVl8U+ROM/BwwTczU9KpuiojI0eXzYlvwC7gLCLbvjlm3YVW3qFIpcCMiIiIiIiIiMcmyYRWul+/HUpALlI7c9Q++GN/wm6q4ZZVHU6VEREREREREJPaYJq63nioL2kDpqpSOiZ9jXTS3ChtWuRS4EREREREREZGYY9m4GsvOLVHrbHOnVnJrqo4CNyIiIiIiIiISe0KhCuqCldeOKqbAjYiIiIiIiIjEnFCzNoQyMqPWBU48pZJbU3UUuBERERERERGR2GOx4Ln+n5iu+LBi/0lDCHY/uYoaVfm0qpSIiIiIiIiIxK6iAmxzf8IoyifY8URCLdpXdYsqlQI3IiIiIiIiIiIxSlOlRERERERERERilAI3IiIiIiIiIiIxSoEbEREREREREZEYpcCNiIiIiIiIiEiMUuBGRERERERERCRGKXAjIiIiIiIiIhKjbFXdABGR48H6ggDvrXSzoTBAl3Q717RJoHactaqbJSIiIiIi1ZyRl5dnVnUjRESqs7m7vJz/4x6KA/svp/XiLfwwtDaNExUfFxERERGRP09TpUREjtDDvxWEBW0AdhSHeGlRYRW1SEREREREjhcK3IiI/AkhszRQ4wmY/Jrli7rNtO3eymySiIiIiIgchzSGXyTGbCgIsLEwQPs0O5nxh5cjJaskyNIcP40TbbRI0Wl9rPiCJs8uLODDVcXkekOcVNfBo92TSbYbFPgjZ51muBQbFxERERGRI6McNyIxwu0PccOMXCZs9mACdgtc2zaBf/VMwTCMcl/36G/5vLm8CF+o9N+DGzp5t38tkh0KGhxtt87M5eM1xWFlSXaDc5u6GLWmJGL7//RL5crWCZXVPBEREREROQ7pzk4kRjwyr4Bv9wZtAPwheGu5m/dXuct9zag1bv69dH/QBuCHrV7++Wv+sW1sDbS7JMgna4sjygv9JikOC8NbxmPdG1+Ltxnc3SVJQRsRERERETlimlNRAy3N8bOuIECnWnaaJ+tPIBYEQyafRgkKAIxaU8y1bRPxBk2mb/diAqfUcxJnMxi9JvprvlhfzEu9U3HZyh+pI3/MpsIggXLGJ24oDDJmYDoXN3exIDvA6Q2ddE53VG4DRURERETkuKS79hqk0B/iqqk5TN2bMNUALmkRxxsnpWGz6Aa/KvlD4C4nKpDnDTF1m4frp+eyx1s6tCbNafDmyWnke0NRX+MNgidoKnBzFLVMseGygicYWdcqxca5E7OZvqP03HpqPlzWKp7/9E3FqnNLRERERESOgKZK1SCP/JZfFrQBMIHP1pXwxrKiqmuUAOCyGfTNjD5C4+R6Tq6cmlMWtAHI9Zpc/VMufTKdUV9zYm07qU6d3kdTmtPCDe0SI8rrxFnYWhQsC9pA6bk1ek0xb60of5qbiIiIiIjI4dCdXQ1hmiafr4tMngqUO0VHKtczPVNIdoSPzmiaZKVNio2iKKNxSoImjZOstDxouluS3eCZninHtK011WMnJvNC7xQ6pNmoF2/h0hZxTBiSwYTN0c+taDlxRERERERE/ghNlaohgmbpjX407oBJvi/E6DXFLMj20STRxpVt4mmcqD+PytQ1w8Gc8zL5aLWbDYUBuqY7GNEqns8quPm3AD+dU5sxa4r5PdtH40QbV7WOp5G+u2PCMAyub5fI9QeMvPEGTbxRpk8BFPujT2UTERERERE5XFoOvAa5+MdsJm3zRpRf3iqeX3Z6WV+4/+4z0WYwdnA6PetEn4ojlWdjYYATvthFtBN17vl1aJNqr/Q2Sbjzfshm2vbIc+vG9gn8q1dq5TdIRERERESOG5oqVYM81TOFOnHhX3nLZBt2C2FBG4CigMkDWlI6JjRNsvHPE5Iiyu/qnKigTYx4pmcKGa7wc6tNio27ukR+byIiIiIiIn+ERtzUMLneEJ+sLWZ9QYDO6XYuah7HwG+yWJEXiLr9xsvqKcltjJif5eOrjSWETDivaRw96mi56ViS4wkyZm0xGwuDdEm3c1HzeOK0qpeIiIiIiBwhBW6EM7/LYvYuX0S5ywobL6uvJaVFREREREREqogymAojWsVHDdxc3DxeQRsRERERkcOwqzjIVxtLKA6YDGnkon3a/int3qDJ1xtL2FAYoEu6g9MbOrEY6meLyOHRiBsB4LF5+fx3WRG+vYvgnNnIxTv900iya5qUiIiIiEhFvt1UwrXTc8JWmryjUyKPnZjC5qIAZ3+fzaai/ZU9azv4cnC6+toiclgUuJEy2Z4gy3L8NEq00TxZg7FERERERA6lOBCi3Wc7yfdF3lb9ODSDV5cU8d1mT0Td3Z2TeKh7cmU0UQ5DkT/Eb7t9JDssdK+tXJISW3R3LmUyXFb617dWdTNERERERKqN6du9UYM2AGPXl/DDlsigDcD4TSUK3MSIkavdPPRrPgX+0u+xfZqNUQPS9TBbYobG5omIiIiIiPxJ1gpy1VgtYCmn2qoUNzFh0R4ft8/KKwvaACzPDXDF1D1V2CqRcArciIiIiIiI/En96zvJcEW/rbq4eTxnN4mLWndBs+jlUrnGrCkm2nipZbkBFmZHLuAiUhUUuBERERGRChUHQoxc7eaOWbm8vLiQ3SXBQ79IpIZwWg3e659Gsn3/EBqrAY92T6ZrhoN/9UyhQ1r4lJtBDZzc1jGpspsqURw40uZg5U2BE6lsSk4sIiIiIuXK8QQZ+n02K/ICZWUpDoPxgzPomqEEniL7FPpDfLfZQ7HfZFBDJ40S9wdrQqbJ1G3evcuB2+lZx1mFLZUDfbG+mOum50aUpzgMVlxal3ibxjpI1VPgRkRERETK9di8fF5dUhRR3ifTwfdn1a6CFomIHD2BkMnwyXuYtM1bVmYx4PV+qVzWKqEKWyayn9Jki4iIiEi5fixnRZzZu3zk+0KkOPQ0WkSqL5vF4JNB6XyzqYTJ27ykOAwua5lAx1r2qm6aSBkFbkRERESkXIn26IEZhwWc5S2XIyJSjdgsBuc3i+f8ZvFV3RSRqKrVI5JvvvmG8847j2bNmpGZmUnnzp259tpr2bp1a9h2BQUFPPDAA3Ts2JE6derQqVMnHn74YYqKIof5AoRCId5++2369u1L3bp1adGiBddeey0bN26shKMSERERiV3DW0a/kTm/WRwumwI3IiIix1q1yHFjmib/+Mc/+PDDD2nWrBkDBw4kMTGRHTt2MGvWLN5991369OkDgNvtZsiQISxZsoQBAwbQuXNnFi9ezNSpU+nWrRvfffcdLpcrbP+33XYbI0eOpF27dpxxxhns2LGDcePGkZCQwOTJk2nRokVVHLaIiIhIlTNNk3vn5PP+KjfBvb3GU+o5GXlaLVKd1eoZoIiISLVULQI3b775Jv/85z+57rrreO6557BarWH1gUAAm6101tczzzzD888/zx133MFjjz1Wts1jjz3Gq6++yiOPPMKdd95ZVj5jxgzOOecc+vbty7hx43A4SldHmDRpEhdffDEDBgxg7Nixx/4gK1MohGXTasAg1LQ1GBU/LTN2bsEoyCvd1qEM+MeUtwTLprWYKWmYmQ3D60wTy8bVgEmoSWuwqLMca7a5g2wuCtA21U6abmaOmTX5fvZ4QnRJdxB30NP+bE+QNfkBmifZyIwP/63wBk0WZvtIcVpomxo5b31pjp+SgMkJGXZsmv5xTARDJgv2+HFYoHN65GpEq/P85HpLv1uN5Ig9W4sCLNrjp3GSjU7K/VA11E84atbm+8n2hOicbo9cNaggD8vOzZh1GmCmpofXBfyln7MrnlDDZhH7XZbjpzhg0jXDjv2g3xIjZzdG9k5C9ZtCYnL4Cz3FWDavw0yphZnZILyu7Lslat99Q0GAXSVBOtayR05tLCrAsn0jZkZdzFp1KvxMaoKK+gn4fVg2rsaMT8Rs0LRK2ne82FQYYHtxkA5pdpIPzoNWXIRl63rMWnUwM+qGVR1JP8EoyMXYsQWzbkPMlFphdfv6gGlOC62j9AEtm9eC31d6flljM5tMzAduSkpKaNeuHampqcybN68sQBONaZq0b9+ewsJCVq1aRULC/izgbrebNm3akJGRwcKFC8vKr7vuOr744gsmTJhAv379wvY3bNgwZs6cyZIlS2jUqNFRP7aqYFmzFNfbz2DJ2g5AKLMBnhseJNSifcS2Rt4enG8+iW3lQgDMhCS8l9xA4NRhldnkGsM++SscX/4fRrEbgECHE/Hc+BAkpWJZtwLX209j2VU6LTBUuz6ev/2TUOtOVdlk2csTMLltVi5fbCghZILLCje2T+TRE1OqumnHlZ3FQa6dnsOsnT4AUh0GT/ZI4YrWCYRMk/vn5vPhKje+ENgMGNEqnhf7pGK3GHyxvpj75+aT7QkB0KO2nfdPrUWjRBur8/xcMz2XpTl+AOrFW3i1bxqDG7nKbYv8cT9t83DLzDy2FQcBaJdq4//616JDLTs7ioNcMy2H2btKv9s0p8HTPVK0mofIAdRPODp2lwS5dloOP+/9LUlxGDx+Ygp/bZMAoRCOT/6Lfep4jIAf02ol0G8w3qvuBJsN29yfcIz6D5aC0qWjg83b4bnpEcza9Vib7+fqabks2ftbUjfOwst9UzmrcRz4vDjffwHbnKkYZgjT7sB/xkX4LvkbAPYfv8Qx9n2Mkr3fbaceeP7+MCQmY1m7rPS73b23716nfmnfvWUHcjxBrp+Ry5S9qyEl2w0e6JbM39snAuD4/B3sP36B4fdhGhYCvQfgveaeGvkg9lD9BNvsKThGv4alMA+AYIv2eG5+FDM9s2obXs0U+ELcMCOXiVs8mECCzeDuLkn8o3MSAPbxI3F8OwbD58E0DILdT8Zz/f3giv/z/YRQEMeo17BP+xYjGCg9b085C+8Vt4PVxmfrivnn3HxyvKV9wF51HLx/ai0aJFgxtm3E9d/HsW7dAEAoLQPvNfcQ7Nyr8j+8Q4j5UPzUqVPJy8tj6NChBINBvv76a1555RXef/991q9fH7btunXr2LFjB7169QoL2gAkJCTQq1cvNm7cGJYTZ+bMmSQkJNC7d++I9x44cCAAs2bNOgZHVgVK3MS9fH9Z0AbAsmsbcS/fD96SiM2dbz9dFrQBMNyFOD98CcvaZZXR2hrFunw+zo//XdYZA7Atm4fr3WfBW0LcK/eXdcYALFnbiXvln1AcPW+TVK7Hfs/n8/WlQRsATxBeWVLER6vcFb9Q/pDrDgjaAOT5TG6blcdvu328sbSId1aUdsYAAiZ8tLqYFxYVsizHzw0zcsuCNgC/Zfm58qccQqbJpZP3lAVtAHYUh7jypz1sKQpU2rEd73YVBxkxNaesMwawIi/ApZP34A+ZYZ0xgFyvyS2z8liQ7Yu2O5EaR/2Eo+eGGbllQRuAfJ/JP37JY84uL/ZJX+L48QuMQOlvghEMYp/xHY5xH2Js24jz7afKgjYA1vUrcP3nYUKmyfApOWVBG4CdJSH++lMOGwsDOP73DvbZkzHM0t8hw+/DMWEMtmnfYl3yG87Rr5UFbQBsS37D9d5zUFJM3Mv/LAvaAFh2byfu5X+Cp5hbZuWVBW0ACvylwYmftnmwTfsWx4QxGP7SYzXMEPbZk3H8752j/IlWDxX1Eyxb1uN85+myoA2Add1yXK89UjWNrcbunpPH93uDNgDugMnjvxfw9cYSbHOm4Bz7PoavdKVCwzSxzZuBc/TrR9RPsH/3KY4p4zCCpf02IxjE/tM32L8dw6I9Pm78ObcsaAMwd7ePv/60B4IB4l6+vyxoA2DJzcb1n4cxcrKO4af058TmOKAD7BsdY7Va6devH2vXri2rs1gs3HTTTTz11FNAaeAGoHnz5lH31bx5c6ZMmcK6deto2LAhbrebnTt30r59+4jpVwfuZ99+K+LxRF8qM5Y4f5mMEeUH3CgqwJw9BW/vQWVllqwdJC6fH7mtaWKZOp7ihsr7czQlTv06arl18VyY8jVGYX5EnVFchPnLZLwnDTnWzZMKBEMmo1YXR637YGUhlzaJvLbIH7ehMMjMnZE38Sbw4coC5uz2R74I+GhVEXkl/rK8HAdakO3n3aX5bCgMRtR5gzB6VQF3dNDqEkfDmFUlFAciv4St7iDvLcsP64ztEzLhgxUFtOuRWBlNFIlp6iccHZuLgvy03RtRbgIfrCjk1J++ifo627RvCHhKMIKRvxfWzWtZMHs+a/LrRtT5QjBqRT7PzPg+6n6tP31NqJzpS9YFs2HqeAx3QUSd4S4gf/pkJu7oHvW1768oZMiM8dGPZcb3FJx/DVhqVv/kw1XRg5gfrSri4SXfYIRCEXXWDavwr1lGsJHuew5HoT/EVxsiBwNAaZ/4ovnRr2O22ZMZ0+XqCvoJeRX2E/qWe95+y0fpQ8serB7otyw/G2fOomP2zog6w++DGd/jGXJJ1P0eLQfn3T2UmA/cZGdnA/DGG2/QpUsXpk6dSuvWrVm8eDF33HEHr7/+Os2aNePaa6+loKD0wpaSEn16QnJy6VzSfdvt+9995YfaviLbt28nGOViHkvqbNtCUjl1+Vu3kLVlS9m/47dvoFY523qydrPlgG3lyLXYs5top65hmhRt3kB5ty0F27awW99FlfKGoCgQ/eY+q9ivc+UoWVlogahnCWzLc5NdYgUic6LkeEJszSmivJ+7Vbtygcg51ACbswvYsmXPn2uwhNmUbQei50RZtbP872B7npstW3Kj1onUJBX3E9arn3CYVhYZQFzUuu35bsyCvKh1RlEhJbt3Ul4oP3vLViAycAOwZU8+Fk/0BzyhvFx8pkG0iUuGGcK9ZWO5323Otq2EjOiBmx0FJYTyo187LZ5itm7ahGmrWXmqskviKK+fUJK9o5y/CsjesI6icn6jJNxur4E/FP2T3FXoIZgbvU9l+H1s3p0LRJ8evWpnHhX1E4gSuAagMJ9teeX3AbMOWpn6QEU7t7H9GF47rVZruYNNyhPzgZvQ3uinw+Fg9OjR1KtXD4C+ffvy4YcfctJJJ/H6669z7bXXVmUzqV+/fpW+/+GwmqfClC+i1uV07s8r29NYmBOgUYKFv7U4kVZJqWFDBvexdet73OT8iRXWrn1g/fKI8mBaBs7Tz4XZE6O+Lr7PafouYkDP1fn8mh05rWZgwzgaNapdBS06/tQJmtRamUuON/KxyZBmKaTs9jN+c+TTmP71HJzZ2Ml3WZFP2pLsBn/rUoePt+Xhj3zQxtBWtWhUX521o2GY3c+HWyMfglgNuK5LbcbtLiDXF/27baRcQyIV9xMGnQezf4j6OvUTwmUGTWqvzCXLE3m9GdwsmWCH7th//Smizt/uBOwnngSLItMnmE4XnU7pi/NHH95ovyWtM/C3aI99XeT3F+rcA0utOrBpVURdML0OjoFnl/vd1j/5VBrMt7CtOPJNBzdNIpTTA36OHOnjb9mBhs3+2A3j8eDUzYXl9hPsTU+CJXMi6kKueNJ6nkyaq7ywjhyoEdBqVR5rCiIHM5zeOBHT2wsmRQZLAo1aMLR9PT7Y9ef6CYEO3bHOnxm53/bdGNwshR+yIlMXpNgNWvc/BXPy+xihyPa6evaPuWtnzAdu9o166dq1a1nQZp/27dvTtGlT1q9fT15eXtm2+fnRo24Hj7A51IiaQ43IOdAfHepUJVp3xH/q2dinhQ8nyzr5HE5bkkq+r3To6PK8IJO2+/npjOvpO/alsvm4UJqEjQHn4HJWg+OtRswzLiQ4bzrWzfunAppWK74Rt2Bv0Q7f6RfgmBS+upm//zDsrTuW8wxbKtPTvSyc/0M2RQcM8WwQb+XeE1JxuWL+MlstuIBneprcNDM3bMjribXtXNUuhUGNA8zanR2WxybVYfBYjzRap9j4bKMvbKqVATx+YgptaydwX9cQT80P/x04q7GLs5olYRxi1T05PIOauji/qZ+vNoYPof5H5yQ61EnkyZ4Gt87M48AuWa86Di5vm6LVpUQ4RD+hpfoJh8sF/KuXyQ0zcsOm0J6QYefqdikEM68jtGohlgNGq5jxCQT+8ncsDZoRmD0J20GpBHwX/4369WrzQLdCHp0X/lsyuJGLYc2T8F92M7YX7sbw7L8GhmrVJnTeXzHj4gnOm4F16/7cnaXf7a3YW3XEP+Bc7FPDpz35B5yLs1V7nnOU8Nefcjhwhkn7NBs3dEwh1ORqQsvmYTkgV4fpisM//Kbqcd9ylD18orXcfoKRPJjA7MlhuT1Nw8B36Q24UtOqoLXV13O9Uxk+ZQ/eA2IhLZNt3NYlBbPtCEILZ4flWzUdTvwjbmFQ06Q/3U8I1Loex5olYVNGzYRkgpf8jRH1UvjfJn/YVCsDeLJnCikNE/CdcwXOcR+GvWfgxFOwntAHa4z1AWN+VamRI0dy2223MWTIED799NOI+tNOO40FCxawcuVKioqKOPHEExk4cCBffvllxLYXXnghU6ZMYenSpTRsWLqEYtu2bSksLGTz5s0ReW5eeeUVHn/8cd566y3+8pe/HJsDrALW+TOx/ToNDINAz9O4oagdY9ZGDuFsmWzj9255OGZ8h1GYR6B9NwInDamRmegrhbcE+88Tsa5cSCilFoH+Qwk1bllWbV3wS+n3ZoYI9OhPsNtJh1zKXSrPxsIAH6x0s6EwQJd0B39tE0+6q2bNH68MC7N9fLymmD2eEP3rOflLy/iyJcF3Fgf5cJWb5bl+WqfYubptAg0SSr8Db9Dk83XFTNnmJdVhcFmreHrW2X8tm7HDy2friikJmJzZyMX5zeK0JPhRFjJNxm8sYcJmDw6LwcXN4zitwf6bh/lZPj5e4ybXa3JafSeXtohX0EbkQOonHDWL9vj4eHUxWZ4gp9RzMrxlfNmS4EZ+DrafvsG6ZR2heo3xn3b2/pWFAn5ssydjXfwrxMXjP/lMQq06lu135k4vn64tpjhgMriRiwsP+C0xsnZgn/o1lt3bCDZtjf/UYZCUWvpCT3Hpd7tqEaHUdAL9hxFqtH9UjHX+LGy/TSttQo9TCXbbvxLushw/H612s6skSN9MJyNaxe9fErwwD/u0b7FuXE2oTgP8A87BrB3+ILwmqaifgN+3/7tNSMJ/8hBCLTtUbYOrqdV5fj5Y5WabO0jPOg6uaJ1Ayr4lwd2F2KdPwLp+BaH0zNLzq27pyJYj6ScYudnYf/oGy7YNhOo3wX/aOZi1Ske9e4Mmn60rZuo2L2lOgxGtEjix9v4R1dZl87D9Mhn8PoLd+hHoeWpM5oCK+cDNhg0bOOGEE2jevDnz54dHuP1+Py1btiQQCLBp0yasVushlwNPT09n0aJFZeXXXnstX375ZYXLgS9evJjGjRsf2wOtQr3G7mJVfvTVUzZeVo9UZ8wvPiZS5SZt9fD60qK9gRs7d3VOomuGptmIHK4PV7n5aLWbXG+IU+s5ubtLEg0TNWJNRI4P6ieIHJma3k+I+TvyZs2aMWDAANavX8/IkSPD6l555RXy8/MZOnQoNpsNwzC44oorKCoq4oUXXgjb9oUXXqCoqIirrroqrHzfv59++ml8vv1DqCZNmsTMmTMZMGDAcR20AWiUGD2imOowSLTrSY3IoXy1oZhLJu1h+g4vm4uCfLPJw5nfZbNQSxmLHJbH5uVzxy95LMj2s7EwyIerixk8IZs9nthO+i8icjjUTxA5MuonVIMRN1A66uaMM84gKyuLwYMH06pVKxYvXsyMGTNo1KgRkydPJjOzdAij2+1m8ODBLF26lAEDBtClSxcWLVrE1KlT6datGxMmTCAuLjzB1G233cbIkSNp164dZ5xxBjt37uSrr74iISGBSZMm0bJly2jNOm5M2urh4kmRWb7v7pLEQ90Ond9HpKbrMXYXa6KMWjuniYuRA9KroEUi1UeOJ0i7z3eGzYff55HuydzZubz1EEVEqgf1E0T+PPUTSsX8iBsoHXXz008/cdlll7Fw4ULefvtt1q9fz/XXX8/UqVPLgjYACQkJTJgwgRtvvJHVq1fz+uuvs3r1am655RbGjx8fEbQBePXVV3n22WcBeOutt5g0aRLDhg1j6tSpx33QBuD0hi7eOjmNxntH3iQ7DO7qnMg/u9aMk0DkSBQHQlE7YwAL9/gruTUi1c/KvEDUzhiU5qEQEanO1E8QOTLqJ5SqFiNupHKETJNsT4hUhwWHVVOkRA6HaZq0/3wnO6Isx9m/npPxQzKqoFUi1cfWogCdv9gVtlrYPrd3TOTxHimV3ygRkaNE/QSRI6N+QqlqMeJGKofFMKgTZ1XQRuQPMAyDmzskRpYDt3aMLBeRcA0TbVzYLHI0bKLN4Oq2CVFeISJSfaifIHJk1E8opcCNiMgRuqVjEk/1SKZefOkltXWKjfdPTWNQQ9chXikiAK/1S+Pv7RNI2psQv0+mg68GZ9A0qeasFiEixy/1E0SOjPoJmiol+4RCWBfNwbphJaGMegR6nQrOyMimHFvW5fOxrlxEKCWNQO+BkLA/z5Cxayu236aDaRI48RTMesf3amexaLs7yJcbiikOmAxp5KJL+gHLePq8WOdOJbRrO5ZmrQme0BcspXmjTNNk+g4vv+zykRln4cJm8aQ6FTeXmmdVnp9vNnmwGnB+s7iIDlcwZOIPgcumkZ/HkpGbjW3uVPCUEOzSm1CzNvsrfV5sv07DsnsbwcYtS69l1oo7xpY1S7EunQcJiQR6D8RMTtv/Xnt2YZv7E/h9BE/oR6hxi2N1WCJVzsjJKj23vB6CJ/Ql1KTV/soK+gmYJtblv2NdtYRQSi0CvQeE9QHlKAkEsM6fiXXrekL1GhM48RSw7+/LWdYuw7rkN4hPKL2WpdSqwsZKNDW5n6DAjYCnmLgX78W6ZmlZUSgtg5L7X8Gs26gKG1aDBAO4Xn8M2/yZZUVmfCIldz9PqEV77JO/wjHqPxhm6elqGga+S/+O/8xLq6rFNc74jSVcPz0H3wFT1G/ukMjTPVMwdm8n7tl/YNmzq6wu2LwdJfe+iN8Zz+VTc/hhi6esLs1p8OXpGXSr7UCkpnh1cSGP/V5Q9m+LAS/1Ti0b5jxxSwkfrSomzxeifz0nf2+fqADnMWD9/Wdcbz6B4d+fFNV3+gX4Lr8NI3sncf+6A0v2zrK6YNPWlNz7UvSbSNPE+X/PYp/5w/4ihwvP7U8R7Hgitl8m4fy/ZzGC+7NK+s6+HN9F1x2bgxOpQtbfpuF662mMwAHn1pBL8A2/qcJ+AnYnrtcexrZwdlmdmZBc2gds3rZSj+G4VphH3LN3Yt26vqwoVLdR6f1OajrOD17EPn1CWZ3pcOK59QmCnXtVRWtFIqhHJNi//zwsaANgyc3GOfLfVdSimsc284ewoA2AUVyE8/+ex8jZjWP0a2VBGwDDNHF89hbG7u2V3dQaye0Pceus3LCgDcAby4qYvcuLc/TrYZ0xAOv6FTi+Gc2o1cVhQRuAXK/JrbNyj3WzRWLG2nw/jx8QtAEImXDv3Dx2Fgd5bUkhf5mcw/dbPMze5ePZhYUM+S6LQn9kMk85Aj4vrveeDwvaADgmjcW6YgHOT/4bFrQBsG5cjeObUVF3Z50/MyxoA2D4PDj/71koyMP5wUthQRsAxzejsGxYdRQORiSGeEtwvf9CWNAGwDHxcyyrF1fYT7D9/F1Y0AbAcBfgfP+FY97smsQ59oOwoA2AZecWHJ+/jXXRnLCgDYDh8+L8v+cgEH1FMJHKpsCNYJv/c9Ry6/LfoaS4kltTM9l+L+c72L4R27RvMUKRNy+GaUYEe+TYmL7DS4Ev+uDEbza4sS6aE7XO9vvPfLOpJGrdstwAGwrUGZCa4dtNHqKdQf4QjNtYwnMLCyPqVuYF+Hi1foOOJuuKhRjuyM8awDpvBtYFs6LW2eZF/42y/R79N8iSm4196ngMnydqfXm/eSLVlXXZfIxid9Q626/TK+wnlHd+Wbesw9i17ai1saazlnPdsf3+c7nXJEt+Dpa1S6PWiVQ2BW6k/LnrhlE6ll2OPau1/DpbBdNpDpF3QI4OewXngd1igCX6pdS0WrFXcJW16gosNYStgr/1XcVBigLRA6Nzd3uPUYtqqIp+ayzWcq9l2Kysyfdz88xc+n61i0sn72H6dm+F+zNt9j/XDpHqqKL+mNVWYT+hwvNB58rRU95necjvQH1tiQ26bRACvQZELQ+e0E8JiitJoPfAqOXBZm3xnzYM0x4ZvDGtttKkanLMnVLPSW1X9MvlhS0SCPToH7Uu0HsgFzaPj1rXs7aDxonqDEjNcF7TOKLlEYyzGpwXZYnPferF66blaAq27UooNT1qXaDPIAI9o/cHlp54NgO/zWL0mmKW5wX4YYuH837IZlqTflG3D2U2IDDofMwoeXFMw8BfTr9DpLoKtj+B0AFJuQ8U6Duown5CuX3Alh0wM+oetTbWdOV9zoFeA/GXUxeqXY9Qi/bHslkih02BG8F/+oURPyjBhs3xXnlH1TSoBgr0PA3fwPMwjf13NqGMTDx/+yckpeK54QFMx/4lI027A+9192GmZVRFc2scp9Xg/VNrkerY//3YDHiyRzKd0x34RtxCsEnrsNcEuvbFf+alXNw8jr+2Dg/eNEm08ubJ0Tt4Isejhok2/tMvFecBcZgEm8E7/dPoku7gjIbOiNc4LPDXNgmV2MoawGbDc9OjmAnJZUWmxYL3kr8Rat4W7/AbCR64whQQ6NKbF2oPiJguagK35LfAO2wEprG/OxlKScNz4yPgisNz4yOYcfu/Q9Nqw3f5bZj1mxyb4xOpKnYH3pseCQtWmlYr3r/cSKhJqwr7CYE+g/CfenZYXah2PTzX/7NSml5T+M67ikD7bmFlwZYd8V58PaG2XfGdd1X4tSx577WsvJGIIpVMq0pJGcvG1Vg2rMLMqEuwQ3ddqKqAsWMz1pWLMFNqlWaxtx0wIsNdWJq8zgwR6NoHElOqrqE1lNsfYuIWD+6AyekNXeGjAfYu5Wns3kGoaStCzcJXgliV52f23uXAT2/owqZpiFID7fEE+WGLB6vFYEgjFymO0t+ZPG+If/ySx9ebSgia0CLZyr96pnJGI9ch9ih/itdT+nviKSbYqQdmrTr760wT64oFGLu2EWrcklCLdvQau4tV+dFzcm24rB61CnZhXfY7ZkISwa59wpbXpaS49L38XoKde2GWM+JH5LjgLcG24JfS5cA79wp/wHaIfoKxfRPWVYsxU9MJdu6pKTrHiGXNUixbNxCq15hQ2y5hdUb2TqxL52EmJBLs0gcckQ8VRKqKAjciIiISE3K9IfJ9IZokWjEMBTdjxUU/ZjN5W2S+oTSnwZq/1FMgWkRE5BjTkAoRERGJCWlOC02TbAraxJi/t08k2jdyfbtEBW1EREQqgQI3IiIiIlKuQQ1dvH1KGk0SS6eHpjoM7umSxP1dI5MPi4hURxsLA1w/PYdmY7bT9YudvLSokEBIE1MkdmiqlIiIiIgckmma7PGGSHFYsGukjYgcJ/Z4gvQbt5udJaGw8itaxfPaSVpMQmKDRtyIiIiIyCEZhkGGy6qgjYgcVz5eXRwRtAEYs7aYbe5gFbRIJJICNyIiIiIiIlIjLc/zRy0PmrC6nDqRyqbAjYiIiIiIiNRIrVPsUcstBrRI0bLsEhv0lygSQ/J9Id5eXsSUbV6S7AYjWsVzfrP4qm6WHIb5WT7eXF7EhsIAXdId3NwhkebJusSKiIiIxLKrWsfz1vIisj3h06Uuah5H40T15SQ2KDmxSIwoCZgMnpDF4pzwIZl3d0nioW7JVdQqORyTt3r4y+Q9BA64mqY4DCYNrU3r1OhPcUREREQkNqzO8/PE7wVM3uYh1WHh8lYJ3Ns1CYdVOb0kNihwIxIjRq52c9usvIhypxWWXVKXDJe18hslh+Xk8btZkhM5B/qSFnG8c0qtKmiRiIiIiIgcL5TjRiRGzN3ti1ruDcKC7NKgQJ43RK43Muu9VJ2SgBk1aAMwd1f071RERERERORwadKeSIyoF1/+iBrTNLngh2x+2u7FBE6p5+SVPqlKmBYDnFao5bSQEyWgVj9Bo6REREREROTIaMSNSIy4olU88bbIebR9Mh3cNzefqXuDNgAzdng594dsPAHNdKxqFsPgunYJUev+Vk65iIiIiIjI4VLgRiRGNEmy8emgdNqllo6isRowrLGLy1vGs6EwGLH9VneQbzeXVHYzJYr7uiRxe8dEEvcG3mq7LDzfK0UrgomIiIiIyBFTcmKRGLSlKECi3UKa08J/lxXxwK/5Ubd7rHsyd3ROquTWSXmKAyGySkLUT7Bit2gVglizsTDA1G1eUhwGZzZ2EW/TswsRERERiX1KkCESgxol7j81e9R2lLtd9wrqpPLF2yw0SVIwIBY99XsBLy0uLJtuWMtp4bNB6fSoo3NIRERERGKb7jBEYlyPOg6GNnZFlA9q4OTkes4qaJFI9TJjh5cXDwjaAOR4Q1w7PYeQqUGnIiIiIhLbNOJGpBr48LRavLvCzfiNJYRMk3OaxvG3dolV3SyRamHs+uKo5ZuLgvy220evTAVARURERCR2KXAjUg3YLQY3dUjkpg4K1oj8UcEKBtVoYbbYMX27h49WF5PrDXFqfSfXtE0gya6BwSIiIiJKTiwiIse1SVs9XDxpT0R53TgLSy+pi02JpKvc28uLuG9ueBL2TrXsTDwrgwQFb0RERKSGU29IRESOa6c3dHFNm4SwsgSbwZsnpyloEwOK/CGenl8QUb4kx8/oNdGnuYmIiIjUJJoqJVKNePbO63DZIm82/SETX9DU0+mjyBs0CZkQF+XzjiZkmrgD5h+a3uH2h3BYDS0ffoy93DeVK1rHM3mrh1SnhQuaxZHuslZ1s2osT8DEpPTcWpLjp8AfffDvrF1e/tY+8U+dW/Ln7fu8E20GhqFrk4iIxIaafL+jwI1INbDNHeS+OXl8v8UDwBkNXTzXO4XGiTaK/CEe/DWfz9eVUBI06ZPp4OkeKXTTUuF/2q7iIPfNzefbTSWEKF3B69leqTRPjn7JNE2T/ywt4o1lRewuCdEi2cr9XZO5uEV8ue8xZ5eXh3/L57csPwk2g8taxvN4j2TibTXvh6iynJDh4IQMnRdVaUdx6bXsu80eQsDpDZwV5u6q47Ly8uJC3lxWRJYnRMtkGw+ckMQFzcs/t+TIvLakkNeXFbGrJESzJCv3dU3mLy31eYuISNUpDoR45LcCPllbjDtg0qO2nSd7pNC7Bi0woRw3IjEuGDLpM243q/MDYeVNk6z8en4mV/6Uw8S9AZ19ku0Gc87PpH6CRhT8UaZpcvLXWSzN8YeVN0yw8usFdaIGVv6zpJBH5kVO9fh8UDpnNIpcyn1jYYB+43bjPigz7oXN4njv1FpHeAQisSlkmvQbt5sVeeHXssaJVpol2Zi+wxtWbjPg2nYJvL3cHVZuAF+ckc7ABpHnlhyZ/y4r4oFf8yPKRw+oxdAmcVXQIhEREbhmWg5jN5SElSXYDGadV4emSTVjLIoe7YrEuB+2eiKCNgAbC4O8t7IoImgDUOA3GbnaHVEuhzZtuzciaAOw1R1k3EE/GFAa6HljWVHUfb1eTvn7K90RQRuArzaWsM0d/IMtFqkepmzzRgRtoHRZ9nOauhjcyMW+STkNE6y8d2oaY9dHOecoDTDI0ffG0uifa3nXOBERkWNta1GAcRsj+wPugMn7K2vO/U7NCE/JYVmZ52d+lo/GSTZOqltzhp3Fuo2F5d/IL82NvAna/7ry66R8FX3eG4uCBEImP233ku0JcXJdB7VcFnaVhMrZV+l3sDzXz8JsH02TbPSt6yz3uwmZsLkoQAONlJLjUEXXpD2eEKMH1OKL9SVsdwe5qHkcqU4LWZ7cP7wv+XP8IZNtxdGvf5v2XhfVT4hthf4Qk7d6ME0Y2NBFikPPZ0Wk+ttcFCRUzhyhTUU1pz+gwI0QCJnc9HMunx/wZLNrup3/nZ5O7TjdQP5Zi/f4GLO2mHyfycAGTs5rGle2gs3ukiAfry5mdb6f9ml2rmgVT61yEqV2TbeX+x4D6zv5bG0xUQZv0Dndzv/WFTN1u5dUh8FlrRLoVGv/vubu8vK/9SV4giZnNnJxVmOXklACXTPK/7xruyx0+3IXm4tKb2KsBvyjUxJtUmysijIqqmu6nWun5fDlASN1umfYOa2BEzZF7j/OatAutfz3F6nOuqaXn18o3WWh6xe72Lp3xNnTCwq4u0sSLZKtrCuIDCYoV9HRZ7cYtE+zsTzKA4Eu6Xb+Nj1H/YQY9t3mEm6YkUvh3kTfCTaDN05K47xmmuImItVbuzQ7Lit4ojxbqKhvcbxRjhvhzWVF/DPKnPbzmsbx4WnKt/FnjF7j5tZZeWHR4YENnHw2KJ31BQHO+j6bbM/+URr14i18f1btcudoXvhjNlO2hed/OKmug2+GZPDAr/m8eVAOiGZJVhomWPl5p6+szGLAf09K4y8t46PmZLm4eRzv9tf3DTBiyh4mbA6fgtajtp3igMmyKDc1d3VO5OXFRRx4MY23GVzVOj7iuwE4u4mLBdn+spvUA/fzcPeUo3IMIrHo0knZ/LA1/FrWJ9NBrjfEyijTqKKdWwk2gx+G1qZjLQU5j7YJm0q44qecsN8ulxWuaZPAf6Ncy9RPiA253hAdPt9J8UFPcRwWWHpJXeoouCYi1dyTv+fz0uLwabsNE6zMOKd2uQ+/jzcK3MS4kGkyZZuX9QUBOqfb6XMMMmcP+GY387Mjc3rYDNh8eT2tcvMHFQdCtP1sJwW+yFPr//qnMXZDCd9tjsxLc0nzON4pJ3DiCZi8vqyIrzYUY5pwbrM4bu2YSLzNgmmafLiqmNFr3WWje5on2bh3bmQwLs1pMP3sOnQfuwt/lNk9Xw/J4JR6Gv7uC5r8d1kRX2woIRAyObtJHEMaORn4bXbU7S9pEcfwFvG8vqyIDQUBumY4uKNTIrfMzGNxlHw5dgv8dn4mbywr4qftXmo5LVzZJp7LWyUc60MTqVLeYGlOqC/XFxMy4ZymcQyo72Twd9HPrctaxnNh8zjeWFrExsIAJ2Q4+EfnJAVtjqHp2z28vrSIdQUBOqeXXsvunJ2nfkIMG7nazW2z8qLWvdA7hevblb9ym4hIdTFqjZuRq4rJ8YY4rb6Tf3ROqlELsWiqVAzbXRLk/B+yw57wn1bfyZiB6cTZ/tyUlg0FAd5b6WZ9YYBOtexc0yYBbzB67C5gQiB66o7Dsibfz3sr3WwuCtItw8HVbeJJrwER0d92+6MGbQAmb/UwdVtk0AZg8kEjag7kshnc3SWJu7skRdTN3e3j92wfdeOsDG/p5LKWCdw+K3peiFxvadLiaEEbgClbPTUmcDNnl5dRa4rJ84YY0MDFZS3jce09rxxWgzs6J3FH5/2f98JsX3m7whs0aZJko22qHafVoE2qjXrx1vLPrRAkOkq321EcJM1poU1K+I3oj1s8fLG+GF8Izmrs4sJmcVgtmsom1ZvTanBn5yTuPODcmpdV/rnlC5kMbODSClKVqH99F/3rh3/ex6qfIEdHed8PgKeCOhGR6uTyVgk1+iGnAjcx7IFf8yOmZfy03cu/lxRy/wnJAGxzB9lRHKRtqo1Ee8VPvOZl+ThvYjZFe4fSfrfZw4er3JzbNC7q9I9T6jlJ/pOJ7Wbs8HLJpOyyuYj73mvSsNrUiz++gzcpjvJvrlMcFpIdFjxRktnue93KPD+egEmnWvZD3qi/v9LNnbPzyv797WYPn68roX1a+ad2RUOmU5w146lp9M+tmPFDMnBaSz/zrUUBdpaEaJdqI8FuoXO6nUaJVrYURU6wbZti56Txu8uGqe/7ez+rkStq7ptT6jn5y+Q9zMva/wR71Jpi/t0vlStbJ/D4vHxeWbJ/OOi4jSVM2FzCR6elH62PQCRmdE23Uz/ewvbiyOviWY0UsIkFZzWOY1luYUT5kfQT5OgZ0sjFfXPzI5J3GsDQxspxIyJyPNCvbYwKhky+jrLsGcDYDSUU+kNcMXUPHT/fyaBvs2j/2U5eWxrZqTrQI7/llwVt9tlVEiLPF6LbQQlZ68RZeL73n8+18dCv+REJpLa6g7y6uOI2Hg+6ZjiiDuO3GHBZq3gubxUf9XVnNnLR/+vd9P5qN6d+k0WXL3YxpZzROQBuf4jH5kVOh5q720eG00K0kE+XdDtXt02gQZTgmcNSmufmeFdUzuc2Z7eP/60vpsAXYsSUPXT63y4GfZtFu8938t9lRVgMg9f6pRJ/0Gi3s5u4mLrdE5FbYEdxiOKgGZFcum6chd6ZjrCgDZQucfzIb/mszvPz7yhL8o7f6GH69vJHZYlUVzaLwWsnpRFnDT+3zmsap8SqMeK2TolHvZ8gR0+jRBtPnJgcUf5Qt2SaJ+sZrYjI8UA5bmJUIGRSd+T2qKsFtUi20qO2g0/XRQZ2xgysxVkHPF0JmSYWwyAQMsn4aHvU92qYYGXhRZl8u8nD/GwfTZKsXNw8PuIpmmmaFa46tO+98rwhmo7ZEXWbtqk25pyfWe4+jhcbCgJc8VMOS/fmN0l2GDzdI4UrWifgC5rcMjOXLzaUEDJLVyYa3jKeWTs8bCgKf+IcZzX4/cLMsvmbpln6B2EYBj/v8HL2xOh5IS5qHscp9Zw89Gs+BXtXmOhUy87HA2rRNMnG4j0+/vpTDuv3LvGa4bLwat9UhjU5/m+SZuzwck45n9vFzeMwgS/WR55bnw9K54xGLnYVB/l8XTHZnhCn1nfSu46DeqOi/703SbQy78JMvt1UwoIsH02T7VzcIo5bZuYyfmP0oNyde5Oxllf3iJIXy3FqR3GQ/63bP3f94Ok6Urn2/abvEwiZfLvJw4JsH43L6SdI1VqR62fcxtK+xblN48IeIh38fUps0fcTGw51ryNSlSolDL99+3aCwSCNGjWqjLc7LtgsBmc1dvH1psibuyGNXLy7InJ1B4APV7k5vaGL5xYU8sEqNzneEH3rOnisezKpDoO8KLlX0l0Wpm7z8sqSQhbt8dMwwYo3CDd1KE1mt7EwwIO/5vPDFg9Oq8HFzeN4vEcKKQ4L3qDJU/ML+Hi1mwK/Sf96Th48IYl4mxExAmHfe9UEzZJtzDy3DguzfeT5QvSo7SBh71Q2h9Xgnf61eLBbgHUFAVqn2FhbEGDUmuKI/ZQETT5dV8wVreJ56Ld8xu/tkJ3TNI4rW0cfuQOQ7rRwZesELmgWx7wsH6kOC10PWD63c7qD3y/M5LcsH54g9KrjKJsidLzLqOBvMNFu8PHqyO8B4MPVbk6t7+TtFUV8uKqYXG+I+dk+Hj0xmWS7URYgO/i9Jm/18PLiIpbk+GmUaMUfMsmoINdTowqSrNWEHFFSc9WLt3Jbp8g8XlK53l/p5t9LCtlUFKR9mo37uyZzTtM4bBaD85ppFFQsa5dmp11a+Mioqds8PDW/gPnZfurHW7ixfSK3dEzUzWkMCJkmLy0q5N2VbnaXhOhVx8Ej3ZPpV7dm5BqMJSty/TzyWz5TtntJtBtc1jKeR7onK/G6xJRKGXHTokUL8vLy2LNnz7F+q+PKlqIA50zMZkPh/jlHPWs7eP2kVHp+tTvqa7pl2OmSbueDVeE3nwk2g4uaxfFRlODAzR0SeWt5EQfnr3vixGSubptA77G72VYcPu+pX10HE86szfXTc/jfQaMTUhwGQxq5+CzKiKB3T0nj4hblBxxqqi/XF3Pt9OgJhW/qkMD07d6IPEStU2ykOAx+O2jKjdWA6efU0aorFTjj2yx+PSghqtWATwemc/Hk6NepXnUctE6x8fFB51CS3eDcpnFRA2+3dEzkv8uKIvIO3Nw+gTdXuCPK+2Y6GD8kgxO+2BWxVHiCzWDhRZnU1rKuInKMvLeyiLtmh08lNYDPT0/n9IbHZgTUxsIAX6wvwRMwGdzIRY86jkO/SA7Lb7t9nPldVsTo7QdPSOKerpFTq6RyPfxbPq8dNDXaZYUpw+rQQX24SpNVEqT3V7vZ4w0f9T6ssYtRA5VbUGJHpYUR903xkMPXKNHG3PMzea9/Gg91S+bzQelMHJpB61Q7rVKiD5bqVccR9QbSHTBx2QwubxXPvhQdcVaDOzsnsr4gEBG0AXhtaRGfry2OCNoAzNrpY8KmEr7cEBmcyfeZ1E+wclHzOPbl1k20GTx4QpKCNuXoW9dJeQuFJdstUZNHr84PMKJVAn0z93dya7ssvHNKmoI2h/DhabXCPrc6caWf26CGTpolRQ+MnFjbzidrI8+tQr9Jst1geMt49g1ait+7CtiqXH9EcAbgyw0lvHFSatjon5PrOnj/1FrYLQb/Oz2dDgckmG6caGXMwHQFbUTkmPr3kshpmiZE3FweLZ+tK6b7l7t4an4BLy4u5PQJWdw3J++YvFdN9PqywqhT7v+7vAifVpuqUkX+EO+tjBw97wnCW8uPzflWExX5Q3iinQQHGLWmOCJoA6ULV6zNL304GgyZ5HlDup+VKqWMZTHOYTW4sHlksOPpHilcPnUPvgOuM82TrJzR0MWby6NPo9pYGOCz0zO4uHkc87L8DGzgpGuGg15jd0XdPssTYkWUgME+87J9UW9KATYXBnnv1Fo82SPI1qIgbVJtmgtfgXrxVu7qksRzC8OTNw9p5CLRXv5w5lxviO/Oqs26/AB5vhCdatlx1JApT0eifoK13M/tmZ4pXPlTTtiS6S2TbQyo7+KNZeWcW0VBxgxM5+LmLhZkBzi9oZPO6Q66fbEz6vY7S0IMaxLHhc3iWZLjJ81pCUsg2S7NzqzzMlmR68cbNOmcbtfcdxH5w4oDIWbs8GI1DE6p5wybEmuaJrN3+cj2hOiT6SDVaWFzlFXzANbtXR1vU2GAhXv8NEm0hk2/BSj0h/h5hxeX1eDkek7sB6yKGDJNZu0snTrcL9NBLZeVAl+IO3/Ji3hw9PYKN+c1i6NPpqaLRJPtCfLLTh8ZLgt9Mh0VTnlaVxD9+8z1muR6Q2Qe56t8xrIdxcGoKQUA1hWU3/eWw7Mi18+9c/L4eacPu6U059NzvVKiTjmv6PNeVxDk+80eXltWxO6SEI0TrdzXNYkRNXhJaqk6CtxUU2c0cjHtnDp8sNLNVneQXnUc/LVNAoZBufllWqbYuOCHbKbuXZnmqflwSYs42qfZoy5Z3CjRSrfadlgVvQ2n1Xfy+tKisBvcffaN+KgXbz3ul/8+Wv55QjK96jj4dF0xnoDJmY3juLh5HL/s8pX7mn2fc4tyRmBJxaJ9bmc2juOns+vw4So324uD9K7j4MrWCZiUDmE+eLU0gFYpNs6dmM30HfvPrctaxdOhlr0sAfSBmiZZSbQZGIZB99rlTws4OFeBiMjh+mZTCbfMzCV/b2672i4L/9e/Fv3rO9lYGGD45D2syCv97XdY4O4uSbRJsUXtD3RIs/KPX3L5aHVx2QObvpkORg9MJ81p4fN1xdw1O4/Cvbm+6sVb+Oi0WvSs42R1np/hU/aUBRFcVni4ewqNEqy4y7lxnbDJo8BNFK8sLuRfCwrKHtq1SbHxyaD0ssD/vCwfX20oIWSapcmJ02xliyQcqG6cpcbkHIxVDRNKp7vnR8k9qWlSRybPG+Lsidlke0pPFH+odNGJTYUBJg2rE7F9eaPULQb8nuXl+UX7R0BtLgpy88w8kuwWzmmqfF9SuXTVrsbap9l5oU8qnwxK547OSaQ6LaQ4LNzYPjIKnOGykFUSLAvaQOnw58/WlZAZb4lYhhXgni5JXNAsnrapkTe3wxq7OKWei6vbRL5X/XhLhYlzpXwDGrh455RajByQzvCW8dgspU9J+9WNvLnvUdvOwAbq2B4LHWvZebFPKmMGpnNbp9JzK81p4YZ2iRHb1omzsLUoWBa0gdJza/SaYhomWImWT/jeLklKDCkix8zO4iDXTc8JuynM8oS48qc9FPlDXD89pyxoA+ALwTMLChnaODKPjd0CrVNLc+cdOMr2l10+7puTx4aCADf9nFsWtAHYURzi8qk5eIMmf/0pJ2zkhycID/6az8bC8p9yuzRyNML07R4e/70gbKT1qvwA107PAeC5hQUM+jaLN5YV8eZyN0O+y8ZhNUiIMg/77i5J2Cz6jI+2YMjk7eVFnPbNbnqN3cUjv+WTe8AUnGnbPVz0Yzbdv9zJzTNz+UuU9AEpDoOb2kf2NeTwfbZ35c+D/Zbl59fd3ojy4S3jaZwY2Vkb0TKeMWsjU0IA/HeZprNJ5dNj+uPQw91TaJBg4/1VbvZ4gpxc18m9XZPo/3VW1O2nb/cy4cwMnl9UyMJsH40TbdzcMZFz90aSvz0zg+cWFvL9Zg8uq8HFLeK4Y+/KH8/2SqFpko1Rq93k+UKc1sDFfV2TtPrNUfb5oHReXFTIV3tXlTqvaRx3d0nS9JlK9tiJyTRMtPLh3hXbTqnn5O7OSZz8dfRk4T/v9PHtmbV5YVEhi7J9NEmycXOHRD2lEZFj6qsNJXijjA7M95l8sNIdkdR+ny3uIJ8MrMV/lhaxoSBAp1p27uqSxMO/5UfdftzGEpok2aLmUdldEuK9FUUsz4seoFlbEKC2y0LWQTdYBnBhc10jDxYtxxrAgmw/U7d5eHZBYUTdyNXFfHRqGp+vL+H3LB8NE638vX0iF0WZgi9H7o5f8sIWMFiVX8TkrR6mnl2HH7Z6+OtPOew7VdYVlBBvM7ivayI/bPGyszhIn8zS/nqzZN2eHYlNReUHhTcVBul50KCbFIeF78+qzfMLC5i01UOyw8JlLeP5e7sE6ny84w+/h8ixoivDceqatglc03b/aJhAyKSknER07oBJixQbp9RzkmQ3aJJo44SM/cMGM1xWXuidygu9I19rMQxu6pBYtnS4HBsJdguPnpjCoyemVHVTaqx8X4jRa4pZkO3jzEZxXNkmnsaJNrxBM+oNEkCxP8SJtR18NkirElQ1f8jkqw0lTNlW2ikb0TI+IkeHVI7p2z18uaGEoAnnNIljcKOKVyvaUhTgo9XFbCoM0DXDweWt4klRzrQKlZc7A0qvZeUp8pt0SXdwcj0nDROsdKplp02qvdwpTb5QafLP8uRV8F6eoMmHp9Xiyqk5ZYlBndbSHH6aJhqpou902nYv5dVuLgoyWivjHHMbCwNRFwdZnhfgyw3F/GdJUcR3VBwwWZkXYNo5kdN35M87Id0BROYkNIBmSVZeWVzI8lw/rVJsXNU6gcx4Kw0SrLzYJ7Wsn7DFHWR5XmnwekmU6YYnqP8gVUCBmxrCZjEYWN/JpG2RQwRPrufktK93h+XieGt5EWMHp9OzjqbiiOwuCTJkQla550j/+k6mbY88tw51QyqVwx8yuXTSnrCpou+tdPPvvqlc0VoJBivT4/PyeeWAlYtGrynm6jbxvNI3Ler287J8nP9Ddtk0nP+tL+HdFUX8cFZtJVatwBmNXDw5vyCi3GrAla0T+HRdCVvdkRHnjmk2+ozbVTbF6n/rS3hnhZshDZ0sj7JYQZ9MB2c3iYu6KILTCn9tk8D7q6JPWxjS0EW/uk6WXVKXSds8lARMBjRwkqERu1Gd0cjF15s8EeX14y20rGCERoJdQc7KsGiPv9zg2bzdvqi5o6B0xJQcXec2jeO1pUUsPijgMrSJi8un5rCzZP/16O3lbiaclUGLZFvUfsL1bRNYdtAKoS4r3N056Zgfh8jBDjtwc/bZZ//pNykoiOw8SOV7qmcKiyZms/uAC1bLZBsOCxEJVIsCJg/8ms/kKEm8RGqaV5cURj1HHvw1n0nD6vBMzxTOOSARHpQmjbyri37YY8G4DSVhnTGAkAkP/pbPhc3jiLfpxqYyrC8I8GqU5aY/WFXMVa0Too6AevDX/LDcKQAbC4O8sqSQZ3ulHqumVnudatm5tWNixDLeD3dLpnGSjVf6pnLF1D1hydZPre9kzm5fRLLUre4g7iB0SLOx7IDgTZrT4NleKXRJd3B1m3g+WLV/tIEBPNUjhfoJNl7qk8p108NX6jursatsOrbLZnB2E02NOpRLW8QzbkMJkw94AOe0wst9U+mT6eTB3yLPlTirwblN9QChMjSJkiNln+bJVjLjLOwqiQxgNk3SM/SjzWE1+HpIBv9ZujfNg83g0hbxzNvtDQvaAOzxhnh8XgEXNIuL2k/4ZF0xnw+qxbsri1lfEKBjmp07OifSJV0jbqTyGXl5eYe1IH1aWvSnYYf9RoZBTk7OEe1DjlyuN8Qna0svPp3T7VzUPI6B32SFJSk80MbL6pHq1E2N1Gy9v9rFynLOkU0j6pHisJDjCTJmbTEbC4N0SbdzUfN44qIkhZTK9/cZOXy6LnqCwfGD0+lfXzc2leG9lUXcNTt6rpSHuiVz90GBziJ/iIajoucXaJVi47cLMo96G483c3Z5+XpTCTbD4IJmcWHBsc1FAT5ZW0x2SYiT6zkZ3NBJ3Y93RB010DDByrwLMvlyQzELskuXAx/eKj5sdMyMHV6+21xSmguveXzYyjgbCgJ8sq6YXG+IgQ2cnNHQpRxtf0IwZPL9Fg/Td3hJd1oY3jKeJntv/H/a5uG66bll087SnAZvnVxLIz8r0dDvs5i1M3wl0HSnhd8uqMPHa4p5dF7kg+zPBqXrO6okLcbsKDs/DuS0wvlN49RPkJh32GHe++6771i2QypJmtMSkY+mvMCMy6qVHUQAUsvJpxFnNXBZDdYXBNjjCXFd20RcBwRrxm8s4eXFhazK89Muzc7dnZMYqifLla6i4LNypVSe8s4jgCQ7PL+wgJGrS2/u+9d38sAJScTbjKi5PVId+m06HL0znfQuZ1ntxok27uuaXPZv0zRJshsU+KN83k4Lv2X59ub58tM40UqK08KVB0w1PKWek1PqRX+vZsk2HjghOWqdHD6rxWBYkziG7f0dWZrj59LJe/h5h5d0l4W/t0+gS7odKF2R0qWHB5Vq9IB07p+bx1cbS5ODn1LPyTM9U6jlsnJbx9K+9xvLithdEqJFspX7uyYraFOJUhwGeyJntZPisKifINXCYY+4kePXqDVubpmZF1F+Rat4XjvpyEZaiRwPPl7t5tZZeRHlFzePY2dxkJ/3PmFLcxo8cWIKV7ROYPzGEq76KXyUoQGMGlBLwZtKtniPj1O/yQqbow6l00l+PlfTQStLcSBEx893kXPQE88Em8E5TVx8ctDTzlpOCwPrO/jfhsi8Hv/um8pVbZSf6Gi7f24eb0XJV3NT+wTeXenm4DzEz/VK4QYtXVwlNhUGOPnr3RQcNLXt7+0TyqYRLs/1M3GLh3ibwflN45QXqpL4gib+kBk1v1DINCnymyQrGFDpXl5cyBO/R456uqtz6Uq66idIrNNVQ7i8VQJ3dErkwN+QMxu5eKaXVjCqDL6gyTvLizjvh2wumZTN/9YVY5qKp8aSK1oncHvHyHNkxwFBG4Bcr8lts/L4bbePlxZFLs1qAq8siSyXY6tzuoPX+6WScsAojU617Hw8oFYVtqrmibdZ+GxQOo0PyAVRL97CGyel8r/1kUPUc7wh6ifaGNrYxb5vzmGBWzsmcmVrLWd8LDzaPYXzm8aVfd52C/ytXQKbiwIRQRsozf8VPPhORyrF/610RwRtAD5Y5SbHE+Sxefn0HbebJ34v4P65+XT+Yiffboo+FUSOLofVKDcptMUwFLSpIrd3TOSq1vHsm0xgMeDSFnHc1zVZ/QSpFo75iJtdu3bxySefMGbMGH799ddj+VZyhLI9QZbl+GmUaKN5BSsUyNETMk0u+nFPREK069sm8EKf1LCyQMhk7m4fIRN6ZzqwWzQEurJllQRZnlt6jlgM6PrFrqjbXdk6ns/WFUddJjzZbrD58vrHuKUSTVZJkE/WFlMnzsJfWmq0RlUJmSbzsnwETehR28Gvu32c9X121G3Pberio9PS2VAQYHNRgPZpdmrHadTAsbaxMMCmwgBtU+1kxlvpOXYXq8tZFWfDZfVIUy68SnfppGx+2Bpl3gfwWr/UqKNEkx0GKy+tq4TsUqNtdwdZk++nebKNRonh9zvFgRDzsvykOAwlIJaYc0zuzoPBIN999x2jRo1i6tSpBINR7l4k5mS4rPSvrw5xZZq81RsRtIHSJ2k3dkgsC6DN2unl+uk5bC8ufeRZN87C26ekKVlaJasdZ6X/3pvG37N85W63xxOiXaqdhXsil/lsm2qP8go51kaudvPQr/ll+Tv+s7SIUQPSFaSuAhbDoGed/blQWqbYsFuIOqKjzd7zpVmyjWb6ripN0yRb2Go3bVNtUQM39eMtYU+opfK0TbVHDdy4rKVLU0dT4DOZtt3LWY01XVdqrvoJVuonRL/fibdZys3VJVLVjmrIfeXKlTz44IO0bduWq666ih9//JFAIECdOnW47bbb/vR+O3XqRGpqatT/hg4dGrG91+vlueeeo1u3bmRmZtK2bVtuv/12srKyyn2Pzz//nAEDBlC/fn2aNGnCpZdeysKFC/90m0UOx5zd0Z+WmcDsXaV1hf4Ql03ZUxa0AdhZEmLElBzyomTHl8rRsZadDFf0S+ip9Z3c1SWJg29nDODOLsoHUdkW7fFx+6y8sKSry3MDXDF1TxW2SvapE2cNS3K7T7rTwjXKYxMTbu+URLTZHf/onKTVoarIde0SoibpvqZtAgkVJCW26vsSEamWjvjxVUFBAV988QWjR49mwYIFQOnKBBaLhaFDhzJixAhOP/10rNYjG8mRnJzMjTfeGFHeuHHjsH+HQiEuu+wypkyZQo8ePTjnnHNYt24dI0eOZPr06UyePJmMjIyw17z44os89dRTNGrUiKuvvpqioiLGjh3L4MGDGT9+PL179z6itouUJ7OCIf/19iYR/HaTh/wo89iLAibjNpbwV93YVAmn1eDJHincPDM3LJldtww7I1rFE2+zMGpALV5ZUsiqvADtUu3c2SWRIY30pLOyjVlTHHWJ42W5ARZm+8KWSJaq8XyvFBomWPlotZscb4jT6jt58IRk6iqZakzoXtvBuMEZPLuwkAXZPhonWrm5QyKXtdLvT1VplGjju7Nq88z8Ambs8JLhsnB1mwRu7pjI4j1+/r20KOI16U4Lp9bXaAIRkeroT+e4mT59OqNHj+bbb7/F4/GUJVPt2LEjS5cuJTMzk5UrVx6VRnbq1AmAJUuWHHLbUaNGccstt3DRRRfx7rvvYux9svD+++9z55138te//pVXX321bPt169bRq1cvmjZtypQpU0hJKU3Iu3jxYk4//XSaNm3K7NmzsVg0H1iOvhxPkK5f7opIMNgy2cavF9TBYhi8vbyI++bmR339Eycmc1unpHL3b5omk7Z6+XFr6aoSl7aIp0MtTdUBWJPv55O1xeR5TU5r4OSsRi6sfyJv0PwsHyNXu9lRHMRmMUhzGHSv7eSSFnHlJicECIZMvt3sYfp2L2lOg8taJtAiZX8sfWG2j/+tL8EXMhna2MWpx9m0uEDI5JtNJczY4SXdZWVEy/iwqTC/Z/n4ckMx/hCc3SQubOjydneQ0WvcbHMH6VnHwQXN4itc9vbGn3P5ZG1x1LrxgzPoX8GNzOaiAKPXFLO7JEifTCfnNY3DsTezodsf4vN1JSza46NZso0RreLJcCnQUJFp2z1M2OTBYTW4uHlcWNBsXX6AMWvd5HpN+td3MqzxnzsnRY5X/pDJ+I0lzNrppXZc6XWzyQFT2n7d7WXshhJMs3Thg5Frignu7V4k2w0+HlBLU6yrULYnyOg1xWwoCNAl3XHIfkJNd6h+QnVnmiaTt3n5Ye/Kb5e0iKej+uhSgT8UuNm6dSujR49mzJgxbNmyBSj9o6tduzYXXXQRl112GR07diQtLa3KAjdnnHEGv/76K4sXLw4bjWOaJieccAJZWVmsXbuWuLjSp95PPPEEL7/8Mm+++SbDhw8P29dNN93EmDFjmDBhAv369TsqxxKLSgImu0uC1Iu3lt2QSOWZl+Xjtlm5LM8tzR/Qs7adp3qk0DOz9GZybb6fHmN3Rx0xMGvvEoUvLy7k92wfjRNt3NQhgSGN4jBNkxtm5PL5Aau1WAx4pY+W0f1qQzHXT88lcMCHOqSRi9EDapXdKBb6Q+R4QjRMsB7y5nFZjp+zJ2aHLXPcKsXGd2dmRE2k6g+ZDJ+8h8nb9k+Vs1vgvf61OKdpHK8vLeSh38KXrLy2bQIvHZSwurryBU0umbyHaQfkd3JY4KPTanFm4zheWVzI4wct2XlDuwSe653K3F1eLpq0h8IDpj11SbfzzZCMclfq+GJ9MddNz40oT3EYrKggUef07R7+MjmHkuD+9+pdx8HYwem4/SZnfZ/NmgPyfqQ7LXw9JEPB0XLc+Use768KX2r66Z4p3Nwhka83lnDt9JywPDenN3AyZlC6ErGLUNpXu/DHbH7ZtT+/mssKYwamM6CBi38tKOC5heGrFl7bJp6OtRzE2w3OauwiSUGCKvNH+wk13aH6CdWdaZrc8HMun6/b30c3gFf6pmokvZTrsK/g559/Pl26dOG5555j8+bN2O12hg0bxpgxY1ixYgXPPPMMHTt2PGYN9fl8jB49mpdeeol33nmHefPmRWzj8XiYN28erVq1iphCZRgGp512Gm63u2xKF8DMmTMBGDBgQMT+Bg4cCMCsWbOO5qHEjJBp8uTv+bT+dAddvthF+8938uayyKG1cmydWNvBL+dl8sNZGZxc18FvWX7O+C6b/l/v5vcsHy1T7NzRKTIvyt/bJ2AYMHhCFl9uKGFjYZAZO7z8ZXIOn64tZup2b1jQBiBkwgO/5pPvq7m5cTwBk7tm54cFbQAmbvEwfmMJnoDJnb/k0eqT0vOiyxe7+N+66KM19nng1/ywzhjAmvwALy2OvvT3F+tLwoI2UJqY9e45eWx1ByKCFgDvrXTz2+7yEyJXJ5+uKw7rjAH4QnDX7Dw2FwZ4an7k8b+9ws3CbB/3zMkPC9pAaSLOt5aXf+06r2kcpzcIH1VjMeBfPVPKDdqYpsmds/PCgjYAc3b7+HBVMS8uKgwL2gDs8YZ46Lfoo+Nqul93eyOCNgCPzctna1GAu+fkRSQnnrTNy5dRlgmXyrEuP8DI1W4mbikhoCW/q9zI1e6woA2AJwh3zs5jfb6f5xdG/t68t6qYPnUdXNoiXkGbKvZH+wk1XUX9hOPhevTTdm9Y0AZK81vW9D66VOywx5tNmzYNgLS0NO6//34uvvhi0tLSjlW7IuzatYubb745rKxbt2689957NGvWDIANGzYQCoVo3rx51H3sK1+3bh19+/Yt+/+JiYlkZmZGbN+iRYuybQ7F4/Ec/sHEiH8vK+alxfsvGtmeEP/8NZ9ka5ALm2oOdGUyTZO7fslnad7+FdgW7fFz/g/Z/DIslfs6OulX28LXm72YJpzd2MEpdR3cMjuPooMjEMAz8/MZVD/6U393wOSnzUUMaVgz83r8stsf0Xna57tNbqZtK2bk2v2dha3uIH+bkUu6PUjfOpGfqTdoMmNH9CTTP2wu4bEukcPSv98UeQMLsLskxPvL8qOurgPw3cYiOiXHR6+sRso7/u3FId5fUUCwnD7Z52sKWZwTfbWUiZtLuK1t+X/TH5yUwIStdn7aXrrM56XNnLRPs5Z77V5XEGRdQfQVESduKmazO3rdtO1e8t0lODV6Mcx3G6MHP/0heH95PrtLov/Rf7/JzXkNdcNZ2R763c17qz1lIz0bJ1gYc2oyLZM1MqCqTNwc/RzaWBjkw5UFUUflAny3oYim7ar/CIX/Z++8w6Oqtj78njO9JZMeAoHQe5NepApiQVAp9u61fCr27r3ea722i+XqtYvYRRREUSkK0lF67y0hIT2Z3s73x4SQyZyJlBAC2e/z8GhOmbPnnDl7r732Wr91OnM8dkJDpyY74c9cJ10TT++UqR/3qH8/V0Bh/j4H5zVQG72hYTQe27t/TL96SZIoKSnhjTfeoKCggMsuuyymk6Q2ufLKK+nXrx8dOnTAYrGwY8cO/vvf//Lll19y0UUXsWTJEmw2G2Vl4VXawzo11YmLiwOoPO7w/6ekpKgeb7PZoo6PRU5OTr0pex5QYI9LIl4LKYbYXul3Npsgqu4NvLWhlN4a9QFGcHJYVSqzoST65S3zK7y3Jo+xaQG+269jboEGBQi6HaS4/fx5yIha4Nw+Zwi3wwHEcN4U57NfaZgefadDAtSNWJ/Lycx8LdXfCwV4c20RTdr6+CJHy7d5Wkr9Er3sQW7I9KOXjXhD0e+STgkwa2M27+/XscUh09gY4oqMAJJXQ8zu11UKqDtO/c5S9u8//SshSV49sb6/5CoF1A0WxV2GBh1BlX5LE/AybX02H+3XsdMlk2UKcU0TPwMTw7/zHI/EzH06lhZrsGkV9N4yzI0DaKTwKt5H+3XMztfgCcHZiUEuSQ8Q63ciB9zoFRm1d88gKxzMPoDw20QScGqJ9Vxr+s3jdbF/f8lJapVAjfkFGt7bFvk89jlD3LKgkI+6CdvgVCH7auo3y4j1fvnKS9i/v+DkNUzwlwQU0MummHbCYfkJwRFqshNyDuby/jotvxVq0EowMiXIjZl+jBpQFKLstJub+mlmCs+HlpfINdoJ71SxEy5KC3BlDXbC35r6OSzTNidfw6fZWnK8Mu2sIW7M9NM1Lvy5253hz11bpiFZrzChkZ+QV0bY6A0bjUZzzH6Uo3bczJw5k6lTpzJr1iz279/PSy+9xEsvvUTv3r254oorGDt2bKVjpLZ5+OGHI/7u0qULb7/9NgBffvklU6ZM4Y477jgp1z5aMjIyTun1D/PdXi9PrnaS61aQgBGNdUzuYyXREDnBCIQUCv1Fqp9RFNSRmZlaB60VHOaPoBdQT/Vw6W08vDPIsvwjaRmf5chs8hhpaZfZ7YqOQEjUS9zcNYkvc8uoHlGaaZEZ2zGjwYp+ZgLtd5ewuTTa0TqmdQIzD6k/h1KMfFBo5X+7j0Ro/Jyv5Y8yHRdk6pi+NzqNaWgTE/+3QeZwgE+xX8OjWzXc2d4IedGRHl0SNdzVqxFTcoop9EY+OL0M13dJpbHl9F/xvl7n58dfox3iPZK03NkzkY+yiymuJthtkOHW7mnsCzr54UD0ve7dyMKkjZ7KaJ1iv4Y1mzR8cLaNvilabp1dysGKqI4iv8Tre/SUaGy82NvKjYvK+WH/kc/8NldmndPAwDSZRXmBqGtd1yGB/c4gT6yKXgEf19xIVtPkqO0NnesSg7y9LzodKtkgMalXI+aWlLKuOPqdvKFzIpkpQjOoLlm4pxyIfsc2OjQE7Rlk2U7/Puh05DrZx7yF0Wk1A1K1/F+PBD7ILolKIzVp4JquaVE2oKDuGZ/r4JOd0Y7Pq9taycxUX0BuyMSyE85K0vDiPiubqkSof3RAZk/AzBdD43hytVPVTpt/np0tJQEmbSyvVTthzig73+318miVVOClxRpWlWr47px44vUStyw/kuJd7Jd4ZoeBv7UxopE8URHGTSwyFzdgG11QM0ftuDn77LM5++yzKS8vZ9q0aXzyySesWrWK5cuXs2LFCh566CEuuOACJk6ceDLbG8H111/Pl19+yfLly7njjjsqHUelpeoaA4cjZ6o6mOLi4mJG1JSXl0cdH4tjDXU6Gawp8PF/Sx2VnYAC/JLtZ9JyF1+PjJ5I9EjW8WdB9KS/T6qhXnyfhkS/xlpkyRHlZAGwG/Usy4821tYUBfn7WRbmH/RHnXdrRytnNbLxxgCZh6oMGE2tGj4ZlojF3LBDMD8ensQV84oqNUrMWol/9IhjbCsLf1/tJtsVPYHslmzgw+3Roa2FXoVMm57hjSXmVejWyBJc1dpMtieEWlbWjP1+nu4VxzOryis1VNrZtXw0NAm7Rcvn58hc92sROa7wyfF6idcGJNAy6cwIdx+RZeTJHvDcmjK8Fbe6Q4KW94cmkWjV8ulwmRt+KyK3woCy6yXeGJhAswQTr55toHBeEcsq9H60EtzawcrqQl+UAaQAkzd5uLS5qdIYq8pnu7yMa2WNMMYOs7M8xHVtrTiDblZX9JN6Ge7uYmNsqziCIYXtDvhku6vy/Rve2MCzfRMxxhBJbsi0MsJ7g2XuWlxMaYVTLsMs89HQROItBj4apuOKeYVsKQm/kyaNxOM94hicGa3vJTi5BCT1EH4ASafHaBSOtFPB6JZGHimHl9eWc1gCo2uSjneGJJFq0fDJMJmbFhST7wnvTDLI/G9QAhnxwp6rDzzbV89BT1GUnfB/XezIkpikVyeWnXB5KwsPqFRa/S3Xz+JC+HB79KJYoVfhk90BluR5a91O+CEnxORN0df0huDNrV7STJoohyrAV3u8vNLPzuMrI230qcJGF9TAMScI2mw2rr/+eq6//nq2bNnC1KlT+frrr8nPz2f69OlMnz4dALfbzYYNG06qYHFSUhIALld41TMrKwtZltm1a5fq8Ye3H9auOfz/K1asIC8vL0rn5rC2TdXj6zMfbXWqakPMzfayzxGgqVXLPkeAbGeQDgk6/t4jjnFzCiNWQON0Evd3jS4v7Q8prCnwY9ZKqhVTNhf7KfeH6JakF5WpjoMsm5Yb21p4d0ukwdw3VY9NH/t+ShJ8NCSRZ1aVsbU0QIpR5tYOVu7tEp7sXNHawugsE0tyfZi1EgPS9cJAAFrH61hxcSrLDvko8Ybol2bAXrEi+USPOG77vThCL6CRWWZYY0PU8znM9rIA34xM5rccD6vyfYzINNI5Uc9Z03JVj9/nCHJtWwvjWpj5coeTDIuGcS3MSBXPpneqgXXj01mc68UXggHp+pgiuqcrd3excU0bM8sO+Ug2yvROPZKa0T/dwPoJ4e/vD8HAdAOminLfyUYNP12QwpoCH9nOIGel6Glk1pD1aY7qdTYV+2lrVx/qggosyImd+pHtCvLr6FRW5fvIdQfplaKvrP6hkcPOtPu62NhQ5Kd5nJYOCWfuhHZTsR+HP0T3ZH1UlaeDriB7ygO0ideSVK0cutMfYn2Rn1SThjFZJkY0MbA414deDvdH2orPahGnZenYVJYf8lFc7Z2szTa2jdeSKEq218gFTY38vD96ItImXkuaScPSPC+ZFg1NrKe3xsTpyEPd4rixnYUVh3ykmTT0SDkywRucYWRjRb8ZItxvCq2tE8MbVFhT4CPeINPOHt2/byjy4w4odE/WVfZlsYjTy3wzMplNxX52lwXonKSj6VG+Q8GQwppCPzoZuiQ1nEm9mp2gVrzgMIsOeiudPNXZWOxnYwyNvBOxE1YX+NjnUL/opmI/BR71lKcSn8LAdAObJ6azuMJG75+mF5E2FSiKwtrC8MJ0t2SdmLtUcEKjbrt27XjmmWf45z//yc8//8zUqVOZN28egUCA8vJyBg0aRKdOnbj66qsZP348dru9lpod5nBlqcMVpEwmEz169GDlypXs27cvqhz4r7/+isVioXv37pXbBwwYwIoVK5g/f35UOfB58+ZVHnM6cChG56AAe8sDPL6ilO/3hsUGzVqJuztbmXNBCm9ucrCz1E+CQUOLOC1rC300j9NUThRn7XVz39IS8io80V0SdXw4JJGW8Vr2lAe44bciVlWsSKcYZV7qZ2dM1pkRGVCXvNA3nrNS9Hy104UnqHBeppGb2ltYnBu7klCreC2jm5m4KMuEwx/CrJWiOjebTubcTLHiVh1JkuiXFq2rcVkrMxkWDe9tdnDQFaRPqoHbO1rRyeGS3WrCwc1tWv62oIhpu92EFHhhbTm3dbDSOl7LrvLoAT3DLDNjt4sn/iijuCIl6oOtLj4Ykkgjc3hSqZUlBmec2c8t0ajh/BhlPXWyxJAavn+3ZD3dqgQSto7XsjI/2ihrFaeldZz6UCdL0Ds1thHcOj583lkpsY9pZtPSzHbmTmB3lwW4/rci1hSG722qSebFvuE+3hdUmLSkhK92uggqYNDAze2sPNUrDkmSeH+Lg3/+WUZZRYTNkAwD7w1OYEQT9ecqSRJ9Vd7J42njS33tXJRlwhtUmLS4mK93uSvb+Lf2Vv7VM67SUSqI5IpWZmbv8zC7ivMmTi/RK1VP+y9zcQcVZAkuambizbPtZ5xTub6TXEO/qddIDG18Zo8bdcW0XS4eXl5aOfHulaLjgyGJZFq1bCvxc8OCYjZUOAIamWUm9084KlurQ4LumJz8v+V4uGNRCQcqBPHb2bW8NziRTiqLqGci1e2Ew+OyGj1T9GgloqqGArSO05LvDh6fnZCmh/Xq1+yQoKORWeagK9o4bBWnJdWkYWletB1v00mkm2UswkaPYk2Bj5sWFLOjLByB29Sq4a2zExiQLgrnSCUlJUdVU23//v0YjcaYQr6HOXToEJ9//jmfffYZ27ZtC19EkjAYDBw8ePCYG7ht2zaaNGmC2WyO2j569Gjy8vL44YcfKp0rn3zyCXfccQfjxo3j3XffrTTMPvjgA+69916uu+46Jk+eXPk5O3bsoG/fvmRlZTFv3rxKYeN169YxYsQIsrKyWLp0KbJc/w2T/2508NiK6PDBBIPEqCZGPt8ZXVb1/cEJjMo0Mm5OYUTH0tisYeaoZGQJ+nybR/XKdG3jtSy7OJUBMw6xqThSA0IrwZKxqbRRWZ0QHDshRWHIzPyoajrt7FoWjUn9y1UeQe1x9+JiPtoWqWsSp5cY3dTIpzui3687O1p5c5MjKhLu/zpaeGuTMyrFrV+antnni1z342HWXjdXzY/W7Xp7UAJDGhno992hqGpi41qYeG9wIhf/XMCv1VbUGps1LLsktUGX0FUUhQHfHWJTSWQfr5Nh6dhUpm5z8eqGaE2oF/vG086uY/RP0YKoIxob+HpkMk5/iPe3OPn5gAerTuaKVubjcvgrikL/7w6xWaWNy8amMWWbk9dU2vhS33huai/SsGKhKAoLDnpZdNBHiklGI8H9y6Lti+vbmvlP/7qrMCoQ1AUbi/wMmnkoauzunqxj3oUp9Pgmj93VFmUMGvjjkjQyTyASLVhhFByOujjkDtJtWh6uap6IxmYNa8anRUUWNgQ8AYV+30Xf/z6pen6+IIVJi4uZomKnLRqTyrpC/0mxEz7Z5uKRavMvjQQzRiWToJcZPusQnmprePd2sfL3HurFdBoy7oBCl69zK1M+DxOnk1g3Pv2YI3HPNI7623fp0oVrr732L49LTU1l0qRJLF++nJ9//pmrrroKi8WC13t8lQi++eYb2rZty8SJE7n//vv5+9//zhVXXMGAAQPIy8vj3nvvjYiIueKKKxg+fDjTpk1j5MiRPPnkk1xzzTXcd999NGvWjMcffzzi81u1asXDDz/Mjh07GDhwII899hiTJk3iggsuAODVV189LZw2ANe0MdMhIXrAeLibjW/3RE8qAaZsc/HfjY4ob3C2K8iDy0v4bIcrymkDsLU0wIdbnVFOGwh7uj/boV62UnDsyJLEt+cmcWVrMxathEkjcVlLEzNHJQunTR3zYj87D3S1kVoxkRmWYWDGyGRm7lUvKb04z8sX5yRxVrIOWYLmNg2v9LPjCiiqekZL83xsL1UP5RXUzIXNTHw0JJGOCVpkKexcfntQAhNbmkkza/jhvGTOzTSilcLaD5M6WfnvwPCEc+qwRG5ubyFOL6GXYUyWkR/OT27QThuAlfm+KKcNhKPOPtvhYso29dTBKdtcTI2xb262l91lAcb+XMDf/yhjca6Pn/d7uPbXIv71p7o+XU2sOOSLctocaaOzxjYKYiNJ4Yi3x3vEcUsHK9/sVrchvtjhxquWoy0QnMZ8sl1demB1gZ+PtjqjnAYA3iB8qbJAejTkuYLctKCIRlNzSPs4h2t/LSTbGeTrXe4opw2EbfQ5B9TtjjMdo1Zi1nkpjGthwqgJR65c18bMl+eE5TNeUrHTvh+VTFOr9qTZCbd1tPJyv3ia2zTIEpyVrOOLc5IYmG6gY6KOb89Npn+aHlkKO3ue7BHH42ednII+pzuz97mjnDYQrrI7PcY41JA4Jrewohzb4Ny7d2969+7Nv//9b2bMmHFM5x7m7LPPZtu2baxbt46lS5ficrlISkpixIgR3HTTTQwbNizieFmW+eyzz/jPf/7Dl19+yZtvvklCQgJXX301jz/+OMnJ0SK9999/P02bNuWtt97igw8+QKfT0a9fPx599FG6det2XO0+Fdh0Mj+dn8JHW538luMl2ShzTVsL7exaHlqunhNa5A3xfYxJ5/xsL43NsbUAcpyxy59X91gLTowko4b/DkyoHEAEJ5c/833M2utGK0tc2sJUmduukyWub2vBrJUo9IQYnGGgnV2rKjwH4fdgcCMDJV4rawr9ZNk0XNLcxIKDsQ2uIk8IxCLMcTEq04gnqLC+yE+LOA3nVQk/bp+gqzTsqmPVhdN/Xuxrr6OWnh7U1I8XekKVIsPVKfaEYp6rANN3u1XD1V/f4OCW9lbSzBoCIYUf9nlYcchHhkXDZS1NUfo5J9RGMUYdE7Hulzuo4A4oMbVUFh70MveAB6tOYkJLM1lncFphXbE0z8tP+zyYtBLjWphoFS+im2ubmvqVmm3fIIfcQb7c4SLPHaJfmp5RmcYadUuCIYWLfy6IcJLP2ONhQ1E+FzWLHYXYkO3sxhYN7w1OVN2nkyUeOyuOx2I4RsY2NzG2ufp9PRE74cZ2Vm5spx7F2S/NwI8imvqoqOl3XeQNccAR4Ktdboq9IYZkGBiWYWhQac91MoKazeYo/ZijZeDAgQwcOPCYzjEYDDz88MNRZcRrYsKECUyYMOFYm1fviNPL3NXZxl2dIwWGOyXqKnNxqzI0w8DvB9WjoWQJBmUY+Hh79MqkURNWw39zk1N1NWBohshDPB6W5Hp5c6OD3eUBuibpmdTZSluRclanPPlHKZPXH0mteGltOf/uE8/fOliZl+3hqnlFlZWg3tjo4LxMI31SdCxXmYj2T9MzfFY+66u8ey+uLeeGthZmEO28STBIdG1AwoO1SaEnyIWzCyKiL15aW86sUSm0jNdS5Any+gYHc7O9xOslrm5jYWJLcw2fKOibasCkkSp/71UZ1tjI7vIgC1XGj8EZBtonaJmbHb0vwyyzzxEdIQPhKJk/8n0MyTBwyS+FLD90JBL0hTVlfHduMt2TI9+Pvmmx2zi0sZGdZQF+V9EJGyzGqGNicCNDZcWvqnRP1qmGriuKwu2LSvi8SvTtC2vKeWdQApe0EO/d8XL/0hLeqyKS/8Lacl4fYOfK1pbKbeX+EIoStgcFx8fQDKNq9IxNJ3FFazOvbnCo6t2lmzScNS0PR+CwjRB+d74akVTp3AyEFEp9IRIMMrIkMTfbqxrZuLMsiD6Gw0eWYFAj0YcJzjyGZBiQALUlF7MGekzPqxSgfn2Dg9HNjHw0JLHBiDqLXr2B8EyveKovVja3abizk5VLY3iez8s0cnGWiZFNogeHx7rHkRUXrkxVnaEZBkbXsEogUOfHfW5G/1TArH0eNhYH+GyHi3Nm5bOpWKTO1BXrCn0RThsIDx6PrSzloDPApMUlURPE2fs9DMkwYtVGDhqNzRpMGinCaQNwyB1iaZ6PPtVEcWUJnu4Vj1HbMAaf2uaFNeVRKTMHXSEeX1mKwx/ivB8L+M96B+uL/CzK9XHLwmKeOo7UnIaE3SDzhEofP7yxgQuaGvlXzzjidJG/13STzIPdbFzf1kKXauKZGgme7W2nsSV2JGcjs4Z3NjsjnDYApT6F+5aWVP6tKAqLcr38mu3hzk7Rq5zDGxu4sKmRf/WKV2+jSvVEQWzu6WKjqTXyuZm1Ek/3Ug8PnJvtjXDaQDiN+p6lJbgCDTdS4ERYkuuNcNoAhBR4cFkppb4Q+xwBJswpoNmnB2n26UEu/aWA3WXqTlJBzVzS3MTA9MgxWgKe7BlHizgdD3WL7hfPb2rk0+2uSqfNYRYc9PLxNieKovDCmjLafJFLy89z6Totj0+3O9lVwzMyaCVVG/2eztajrkglEJxOtIrXcVtHS9T2y1qaeH2jI6pq2Pd7PXwXQw7kTOSoxYkTEhLo27cvs2fPPtltEpwkdpT6+XCriwPOAD2S9VzTxoLdIOMPKdzwW1FEylR7u5bp5ybTyKzBH1L4ZpebXw54sGglLmtljlD2Xpbn5bMdLsp9CiOaGBjXwixKgh8H/b/NU111OSyMJjj5/HtNGc+tLlfd91A3K/9eEy1yCuFc53/2jOfDLc7KaKnr2po5/8cCtpZGP1MJ2Hl5Ot/v9fBrjpdEg8xVrc01Vi8S1EzXr3PZq1KSM+wsiOeh5dFOGoMGNk1IV03BERxhSW54Eu7wK4zMNDKuhalSFHOfI8CHW5zsLAvQKVHH9W0tlSXTnf4Qn+1wsSjXS6pRw9VtzHRJ0pPtDNJ7eh7OahOcs5J1zB+dyrk/5Ec5bg6zZWI6vpDCZXMKK/tLjRSeaBk10l+2sXOijuuqtFFw9BR7Q0zZ6mRVgY9mNi3Xt7XQIk7LztIAn+1wUuAJMaiRgYuyTDy0rJQPtqrrC00bkcQ5MSqLCWLzxMpSXlcR2gb4YHACz6wuY2dZZB+YadXwxyVpoiz4ceANKny108W8bC92fTjSpnfqEdt34UEvX+504Q6Eq4B2SdLR59tDqp81NMPA2Y0M/OvPaNmCJ86y8dQqdbtj2ogkhjU2MGOPmx/2edDJEuNbmBgmKocJznB+2e/hm90uQgqMbmYi3SQz8sfoggcAlzY38f6QhjFPOiZ3rc/nY//+/cd9sczMzOM+V3B0BEMKb292VhjZIUY2MXJ/VxspJg2t4nUMb2zgtQ1+3tsSXtG8r4uNs1L0TB2WxOoCX9ggs2oZ1tiALElkO4O8vLac+Tke7HqZa9pY6J8WHap+PCVcBUdwBUKqThsIpw64Awqvri/n291uFOCiLBP3dLZiaeDiqX/Fghwvr20oZ3tpgA4JOu7tYq00vPaWB3hpbTkLD4b1oK5ta8FYg3FrraHkrVEjsb00wJpCP7vLAyjAfochprGsk8P50te2tXBt2+iVBQhXtXhlXTkr831kWjXc1sHKhSKSLSaxnp1BI/FnvroTwBuE9UV+hmSISXxN9E830D9GGc6mVi3/6KkedWHRyRg0EvsdQdYU+PGFFO7vKpNp1fLFOUncv7SEraUBJODsRnqeqvicWO+NLIX33bigKKK/DCrw9S43U4clqkZ71tRGQTTzsz28tsHBrgpH12E7IcEgc3eXyEilH/a6ue63osq0kSnbXJy91Ul7e2zzUkQVHh81OV82FQeinDYA+x1BZu11c6lITztmDJpwSu3VbdTH6EGNDBHpSgdipIBCeHx6a6O60+3XHC+DGxlYUC3ttE+qnuGNw/odFzc3c3Fz8QwFDYeRmUZGVtEpXFeobsdBwxpTjslxs3r1arp27XpcF5IkicLCwuM6V3D03LO0hI+rVMt4e7OT+TlefhudwrxsL9f+WlSZN7jPEWRutocfzkuhZ4qe7sn6CP2AYm+Ic3/I50ClEFuQNUtL2FUW4OnewgiuTUwaiRSjrKqk3sSi4fJ5hfxWpQzhS2vLWZzr5cfzkhuUKNex8PN+D5fPK6ys3rTPEWRetocZ5ybTKl7LuT/kk+sO3++9jiB/FpRwS3sLWikc0l+VOL3EDe0sfL3LHVWWHcLPaMKcwsh364CX69tZVI8fm2WqMSpta4mfUT/mV4oe73MEWZxbxGsD7FwTw4hs6ExoaeapVdGrmeNamEitIaKmSQ1pO4IT46k/S3l53ZHJypRtLuYc8LBwTCpnNzKw/JI0fj/o5Z9/lLLwoI/B3+fTI1nHyCZGVe2cEY0NOPwhFqto1gB8scMl0nRPkJl73DXaCVUJhBQeWFYSpfXxe250KuhhMq0a+sXYJ6iZ8S1MvLKuPKoiYZpJJl4fezzZpxKJKKh9mli1DEjXq/ZPFzc3MXu/elGCfY4gyy5OZfJ6B9/udhNSFMZkmbi3i03YdwJBBV2S9HSwa1UXuSc0IMf0MS3XK4pyQv8EJ5e95QE+URES3l4a4Otdbp5fXRYl9uQNwstr1UM0P97mrOK0OcI7mx0UeIQhUJtIksTf2qtPyIdkGCKcNodZmufjV5XtgjD/XlMWZeD6Q2Gn1/tbnJVOm6pM3e7i5X52LFW89wkGialDE7HoZN4fkkBz25GJvlaCh7vZmLnXE/VuuYMK+x0BJrSMnEj2SdXzfJ+aHZ+vrneoVqp6YU05IdGXqnJXZysXZ0Xe6wHpep7qFc/VbcwRz/QwIxobREWWk0SJN8SbG6NTZXJcIT6s0OnwhxTuWFTMHwVHnJt/Fvh5d7ODa9qYqfrEOifqmDwgAU8NpafdKkL5gmPjWOyEDUV+clzqejWbSwI83yceQxW/aIZZZurQhiMiWdu0teuY3N+OqYrTP9UkM2VoIr1rcIb1ECm4dcabAxNoVyXaTJbgjo5WJrQ0x4xC65mix6yVebR7HCsvSePPS9P5e494rCKiWiCI4IOhiTSrorWmk+Gx7rYGVWzgmCJuOnTowL///e+T1RbBCbK+yB81UT3M6gJfzFScdYVho9kVCLGjNECGRUOyUcPaQnVRXF8INhcHOLuRWKmuTe7raiOgwNubHJT4FJpYNDzUzRaz1DTA2kK/yHWOQazf75pCf8xoF1dAoVOijs0T05m6zYVRA1e0tmCqmPS3jtfxxyVpTN/tZr8zyPgWJpKMMs+vUXd+ri30s258Ovd38VeWA6+aI3+YYm+I/Y4AzeO02HQya2OEhB5wBinwhEgV+hxR6GSJD4cm8mCxn/VFflrGaSsnLPF6mWkjk3h4eSlrC/3o5XBJ0FhlPXOcQQq9IdrZtZU6KYJjY1upX7XSE4TfQQjnsKvpEhV4FXql6Lmns42V+T4aWzS0s2vJdgZpYdPQOl7LdhXtqPObir7wRPCHlGOyE6y62O+GTSdxawcr41qYWJDjxaaTGdrYIN6nE+SaNhZGNzPxa3a4HPiwxsbKFKpzM438XC2qY2iGQVQfqkOa2bQsHZvK77k+8lxB+qTpK0WEHz8rjqt/LYqw061aiXu7CKF0geBoaGfXserSNBYc9FLkDTEw3UC6uWHZw8fkuImLizvm0tyCuqO5LfbjbBGnpYlFoxpBkxWn4dX15by8rpwyn4JWCqcdZMZIIZCAZraG9aLUBbIk8Uj3OO7rYqPEFyLZGC4VOXtfbLX0mp55Q6e5TcsOlWoNzW2aiKiZqmglOOQOcuvvxZUTw6nbXbw9KIG2dh2FniC3/V7MnANeFMJOtqd7xdHILHNQZeX58PNpY9fRRqWseyCk8MiKUj7e5sQbBItW4raOVprbtGwsjm57gkHCLkq81kj7BB3tE6Lvdb80AwsuSqXAE6TEG2J+tpevdrq4sJmJRhUDf1HF8/2l4vmmmWSe6hXPBFE2/JhpatWikcL6M9U5/F4cdMWO3DzoCtI8TkuGRcP9S0v4YqcLfwjidBJjm5vIcQYjxI0HNTLE1KIQHB06WTpmO6FXio6V+dFO8isqylMnGzVCX6WWSTDIqiXVpw5N5O1NDr7d4yakhFNyb+0QXXFNcHKRJEnVWXZBMxMzRyXz3w0O9pQH6JqkY1Jnm+p4JRAI1NHIUoNesBazvjOIjolh8eF52ZHpM0kGmStbmzFqJNXKKj1TdPzjjyPaEAEFPtvh4opWJuJ0EmXVIj7GZplEGcKTiF4jRURUjGxipJ1dy5ZqK6EtbBouaNZwO6+/4s5OViYtKYnafldnG50SdEzZ5sJVLbVibHMTt/xeTJnvyPY1hX7GzSlk9aVp/G1hccT7lecOcevvYW2cNzdFpoVIFW0AWFPg44OtTnKcQXqn6rmpnYVEo4YX15bz7uYj5zkDCi+tLeeOjlbVSe/f2ltFxbYT5Md9Hu5dUlKpY/TI8lImD7BzVWsLt1Y4bQ4Tfr7FtIrTiopfx0i6WcO4Fia+3BnpeLZoJW5sF57U96lB1L5PRWTaP/8sZWqVFOAyv8LH21y82Dcep18hzx2kf7qB8zONIgWnFrizk/WY7QRPhcg3hPXaHu1uE1EepwC9RuLOzjbu7CwiOOorA9MNDIwh9C4QCAR/hVi6PcP4cEgi17YxY9JISIT1UWaOSibZqOGWDlae6x1Phjn82FvFaXlvcAJ/qqyWAczc4+HrEUmVVaSsWomb21t48+yEuvo6AsLe5e/OTWZslgmtFC59O7qZkZmjkkXYeQ1c29bCS33jK8Vnm9s0vDnQzpgsEy3jtUwfmUTvisl4nE7i/zpaOStJF+G0Ocx+R5BPt7uinKIQdq64g0pl5A1Am3gtHwxJ4JwmRmbtdXPOrHw+3uZibraXZ1eXM/T7fPLdQT6MUS731xwPnwxLpENC2EGaYpR5/Kw4HuomDPKjIdsZ5OYFRWRMzaHZpzncv7SEMl+IbGcwwmkD4Qno3YtL+CPfx5wD0c83pMBH29Sfk6BmXu2fwO0dLcRVpNT0StZxThMDQ78/RKOPc5i8rpwLm0ZPYs5tYmBwhoFASGHqtmjdNoDpu93c3cXGc33sjG5mEk6bWuJ47IR5F6Yw98IUvjgnkU0T04Xj4BQSUhRW5fv4M98n9NAEAoHgDEMqKSk5qp49ISGBvn37Mnv27JPdJkEtEAwpBBT18pGKouAJUqnb0ffbvKhojsPsuaIRdoOMJ6CgkxHG8SlkV1mA6btdhEJwcQsTrYWo6lFR/fdeHU9AQa8Jp6o9s6qMF2OIdd/bxcor69TLeV7Q1Mh7gxP5dreL7aUBeqToOS/TiCxB92/y2FMenXpwd2crr21wqOpSpZlktl7WCAgLrho1iOoSR4k7oND/uzx2V7vn/dP0jM0y8aBKNAHApE4WXt2g7qAZlWnki3OSar2tDYVgSMEfgolzC6NK3ja1arizk5Uf9nlwB0KkmTS0idcyvImRTok6Mj85qPqZreK0/HFpWl00v0FyPHaC4NTyR76PmxYUVY43mVYNb5+dQH8R4XHSyHcHmbbLTakvxPDGRnrVcsW0kKIw94CXPwp8NLFouKS5SYgWCwQNGJHvcoaikSViqdBIkoSpypMfmG5QNcg6J+oqjTFjjEmvoG54d7ODB5eVVlb7eG5NOf/qFcedncTK5l9R/fdeHaNWwh9SCCkKA9MNqo4bCRjX3MyHW50Ue6M9LR0SdPSanhehDdEjWcfrA+2qThuAxble+qfpWaRSOrRqKLUsgVLRBsFf890ed5TTBmBJno9uSbGdnY3MGhINMkXeaK2is0XaxwmhkSXWFvqinDYQLoVr0Ejc09nGFfMKWR4IR3a8tM7BhJYmuiXpKsWMq3J2I5G6djI5HjtBcOpw+kNMmFMY0X/tdwS5bF4h68enEy+00WqdedkerppXVCnC/vyacq5qbeb1AfZaWWhxBxTGzymIsBGeWVXGd+cmC10cgaCBctQ9+ffffy8qSp2h3N3ZWpnicRiDBv7VM+4UtUhQlWxnkIeXl0aUaFWAv68sY0+5+gqo4OjY7whw1bxC0j/OodHUHKZsczKicfQk/W/tLXRI1PFkj/goB0rnRB1rCnxRgp5/Fvj5ZJuLWPZyslHDkz3jo8pUJxpkHupmY3WBj/N/zCft4xyafnKQB5eViHLHR8H2UvWUDgg7Z9R80FoJxjY382TPuKjn2zFByzVthLjqibJNpQpU5b4SP/+3qDhCbBjgq51uzs00RpSUBkg3ydwjKrHUKcJOqN/M2udRdTqX+RRm7Ild4EBwfPhDCrf/XhxVOe+T7S5+PuCJcdax8fYmR9TCTp47xH1LS2rl8wUCwenHUUfcqFWTUhSFjRs3kpOTQ1lZGXFxcWRkZNCxY0cR1n8a0cSqZcFFqbyz2cnqAh/NrFpuam+hg/Do1wtm73OrVmZRgFl73dwhom6OC29QYfRPBZURMUElrJvR3q7hjQF2Zu3zoJfh0hZmxmSZgLBuTut4LVO2OSn0hBicYeCKVmZaf5Greo1fDni5tIWZz3dE63Tc0M5CzxQ9Cy5K4d3NTnaUBeiUoOPm9mHh1nNm5VcKgzsCCu9sdnLIHeKjoYkn43acMdTUbw1IN/BKf3uEzo1Wgv/0t5Nu1nBNm4rnu9VJgSfE4EYGrm1rwSZC00+Yw3pNalh0smolIwiniP42OpX3tjjZUx6ge5Kem9tbSGtgJUBPNcJOqN8Uqzhtjmaf4PhYcchHnlv9vn6/18O5TYzMzfbya46HBL3MxFbmGot6bCjy8+1uF4EQXJRlokeKnu/3qjvcluT5KPIESTSKPlAgaGgcV6rU3r17mTx5MtOnT6e8PDqtwGq1cumllzJp0iSysrJOtI2Cv6DAE8SslTBrj39ykWrS8PhZYuWsPlKTALEQJz5+Zu11q6YxbS4JkmbWxNQ06Z9uiNAM8IcUNBKqWjU6GV7sG48vqPDdnrADLsEg8Wj3OEY0MVLmC/HVLjdL8nyYtRLNbOHyx8+uLo+q5gYwY4+bveUBmoky8DG5qJmJdvbyqLSOs9P1zNjjZm62h65JOlrFa+mZoo8oBw7hsuH9aqh2JDg+uiTpOTfTyM/7I1ejW8drGZZh4N9r1LWlNBLke8LC0gedQdJMQUp8IeG4OQWU+kIcdIWfg1aWyHeHQNQqqBcMyYjdZ9W0T3B81OTL16Bw9fwiZu070te9tK6cj4Ykcl5TU9Txb2wo5/GVRyq2vbrBwb1drDHtO1kKa/IJBIKGxzFb/19//TX33nsvTqcTJYZifXl5OVOmTOHrr7/m5ZdfZuLEiSfcUEE0Cw96eXRFKRuK/Bg0MK6FmX/3iRfCZWcYFzYz8tBy8FTzMejk8MqM4PhQ00E5zK6yo09B08kSY7JMTNsVvTp2aQszVp3M+0MSedYVJM8dpE28DqNWwhdUuOinggj9juWHfKwt9EWljBxGAfaUB4Xjpgb0GonvRyXz3OpyZu1zo5clxmQZ+Wm/h983HBGX/rPAT4ZZE+G0EZxcpgxJ5MW1ZXy1y40noHBBUyOPdI8j1STTOl7LdpV0qiYWDWN/Lqh0jG4qCfD9Xje/XJAidB7qkG0lfs75Ib+y6t6mkgC/7PfwwZAELm4uUglPNe3sOm7tYOF/myIF1q9va6ZrktCDqm16puhpZtWw1xFtR6SZtXy8PdIR7Q3C3UtKOKeJMcIhk+MM8o8/yqp/BK+sc3BfFyvLDkVr4J3T2CB0pQSCBsoxvfkzZszg1ltvxeFwkJmZyZNPPsn8+fPZs2cPBQUF7Nmzh/nz5/Pkk0/StGlTnE4nt99+O999991Jan7DZUepnwlzCthQFJ70eYPw6XYXt/1efIpbJqhtkowa3h6UiLmKOIdRA/8dmCAmnSdAl8TYk76uNYjYqvFc7/ioc0ZlGrmzk7Xy7zSzhi5J+kqh75l73aqiqx9vc9EkxnPVyzWnnAjCpJg0vNLfzrbLGrFhQjrNrFp2lkUb2G9uclBQ3SMqOGkYtRJP9Ihn/fh0tl/eiMkDEkgza5AkifcGJ5BuOmKSyFJYV2XmXk9UNFu5X+E/69UjdAQnh/+sd1Q6bQ6jAE+vKou5iCeoW57vY+erc5K4vJWZiS1NfD48kf/0FyFRJwNZkvhwSCIpxsg+68Futpjag3nuEKvyIx0xcw54VFPhIVwVdlyLyMW5tvFaXulnP6G2CwSC05ejngGUlJQwadIkFEXhhhtu4Nlnn8VgiAy/jI+Pp3v37nTv3p1bb72VRx55hA8//JBJkyYxZMgQ7HZ7bbe/wfLRVldUBAbArL0e9jkCNLVqKfeHOOQKkWnVoFcpC14dX1BhvyNIqllW1XTYWx7AoJFIrzKpDIbC2huf7nBR7gsxoomRB7raRBh7LTMmy8TgRga+2OEiqChc3sos8ptPkHOaGOiTqmd5tRWt4RkG0s0a8t1BUkzR9/iQO4groJBVJeolxaTht9EpzN7vYWORn0GNDPSplm4TDCnsdQRJNMjYDTJ/5EevpEF4MtQ8TkOmVcP+aqt5N7W3qLZJUDN/FKjfa28Q1hf6GdpY3NNTTdckPWvHp/PNLhcHXUEuaW4iyahh8nqH6vF/xnh/BCeH6hPOw+wsC1LiU0gwiNSN+sDITCMjM42nuhkNgrNS9Kwfn87PBzyU+kIMyTDQ1KrlzkWxF1CNWqnSNm9i1WCqoWKrRSfz3uBEJnX282d+uBz4sMYGkSYlEDRgjtpx88EHH1BaWsrYsWN5+eWX//J4g8HAK6+8QlFRETNnzuSDDz7g3nvvPaHGCo6w36nu0VcIO1je2OBg6jYX7qBCslHm4W42bmpvVT0H4L3NDp5fU06BJ4RJI3FVGzPP9o5HJ0usPOTj7iXFbCwOX3NwIwNvDLSTadVy39ISPtp2RHj1vS1O5mV7WDgmVQh61iLbSvzcubik0skwfbeb1wcmCGHIE0CWJKaNTGLyunJm7vWgkaB7ko4V+T66TctDlmBkEyOvD7CTYtKQ4wxy5+Ji5md7UYD2di0v97PTP91AIKTwjz/K+HCrE1dA4X+bnNzX1cbtHcPv3LRdLv6xsoxsVxCdDJc2N9HWHvvZdUjQ89P5Kby8tpz5OR7sepmr25i5oa2lju7OmUVTS+yhLtMqnDb1gRJviLsWF/PDvvAK9CfbXTzTO44kg0yhirhqTUKfgton06phq0oqW4JBwqYTE0lBw8SolSqLFxxmYiszU7dHFyRob9fy1U53pZ2QZJC5o5OVOJ0UpWmnl+GS5uHP7Zyoo3MNEcICgaDhIJWUlBxVjOt5553H8uXLWbVq1TEJDu/evZuzzjqLPn368NNPPx1vOwXVeG19OX9XyYs1ayWubm3m7c3OqH1ThyUyulm0JsqsvW6uml8Utf3OTlYmdbZy1jd5USHS7e1avjwnkW7fHFIVZX2xbzw31+AoEhw93qBCj2/yoqqupJlkVo9LOyFRasER9pQH6Pftoajynv3S9Mw+P4XBMw+xtlpqk1Ur8celaby3xclLa6NTN94fnEBji4bzZxdEvSdjs4wsPOiLKuHaK0XHnAtTa+dLCQDY5wjQ/9tDOKppB41sYuCrEcmnqFWCqoz/pYA52d6IbToZrm1j4b0t0ePZl+ckMbKJge/3evh+rxtZgkubm0W0wUli7gEP4+cUUn24f7CbjUe7i8IGAkFVXllXznOry/BXDO9ZNg1DMgx8tDXaoXNvZysfbnNS7A2/XTadxOsDEhjbXGgYCgSCSI56xrdjxw6aNWt2zFWimjdvTlZWFjt37jzWtglq4Jo2FprboleK7+xkVS09DPCeijMH4N0Y26dsdfLZdleU0wZgc0mAr3ZGaw8cpvoEV3D8zN7nUS2Vm+cOMXOPR+UMwfHwSUWEWnWW5vn4fIdT9TftCCh8ut3J+1vU0zne3ezkgy1O1fdk1l4PU4Ym0C8tLBypleDiLBOfx6hmJTg29pYHWFfoIxBSaGrVMm1kEmclh1ctDRq4vJWZdweL0ur1gd1lgSinDYA/BDIKD3WzVabiNLVqeOvsBM7NNHLH4hKu+bWIr3e5+XKnmwlzC3lsRWldN79BcE4TI28PSqBZRYSaXS/xQFcbD3ezneKWCQT1j3u72Ng4IZ0PBifw7cgkVl6cyow9sct7b5rQiM+GJ/Lx0EQ2T0wXThuBQKDKUccal5aW0qxZs+O6SFJSEtnZ2cd1rkAdu0HmlwtSeG2Dg19zvCQaZK5tY2Z4Y2PMsqq5LnURzljby/wK+1UcBofR1pBh0CJOhLHXFjkxng/EfnaCY6em+6xW7eYwB5zBypWy6hx0BYkVEBVQINWkYfb5KZR4Q+jkcE674MTIdQX528JiFh4MOwIamWWe72NnTJaJ+aNTKfIEMWnlGrUFBCeXg64g3+9xE1TggmZGct2x3708T4gX+iVwf1cbpb4QiQYZWZL4M9/HpyrpCG9udHB9WzOt4kVqQW0zoaWZ8S1MFHpDxOvlmOWKBQJBeHy/pEW44po7oNRoJ5i0EuerlAoXCASCqhz1LMFut1NQUHBcF8nPzyc+Pv64zhXEJsWk4ale8Swak8rMUclc2sKM3SDT3q7uNOmTquOrnS4un1vIZXML+XyHi5Ci0DdNvVRke7uWwY0MqvtkCcZmmThXJSw90SBzVWtRHrS26B/j+QAxn53g2Il1Lw2acApGrHn+2emGmFWo+qbp6Zum/g6lmeRKB6fdIAunTS1x7a9FlU4bgIOuEDf+VsTm4nDEVKKxZkFIwcnlix0uunydy4PLS3lkRSndp+XxR74Pa4xn0jc1/P7oZIlko6ZSmPO3nOgIHQjrvMXaJzhxJCn8HITTRiA4ekxaqUY7QSAQCI6Go54ptGzZkn379rFnz55jusCuXbvYt28frVq1Ota2CY6TJ3vGR00yk40yJT6Fvy0sZvZ+Dz/t93Db78XcsrCYe7rYSDZG/hS0EvyjZxznZRo5Oz16ULmxnYUsm5b3BydwUzsLVq2EBAzNMDBzVDKpovJNrdEtWR9VEhLgwqbGmE4BwbEzoYWZbiqG1d2dbXRM1FUKDVelT6qe0Vkm/tEjjup+lwSDxP1dbdzawULTagK4EvBEjzgx+allNhX7o6qEQTi6aep29ZRQQd1R4Aly1+LiSt0HgKAC//ijjJvbRwtvt7druarNkUWAXWUBfj/opcQbIsEQ23xJrGGfQCAQnApqshMEAsHRs7HIz6JcL65AdOGCM52jFid+5ZVXeOqppxgzZgwfffTRUV/gmmuuYdasWTzxxBPcc889x9tOwTGyKt/H/zY72O8I0i1Jx9AMAxPmRgsQA8y9MIU0k8ybGx2sKfSTadVwS3srPVLCDhtPQOGDrU5+3OfGpJEY39LMhJaRETUhRSGoICaiJ4lgSOHTHS6+3e0mpISjna5uY0Yr7netUu4P8d5mJ3MOeIjTy1zZ2hwh6D19l4svdrpwBhRGZRq5sZ2lUhx6TYGP/21ysNcRpEuijts6WitLhue7g/xvk4MleT7STBpuaGdhUIxoNsHxsyDHy5if1SNDJ7Qw8Y7QtDmlfLzNyV2LS1T3/atnHO3sOqZsc1LkDTE0w8Df2luxG2RKvCH+trCIXw6EI2lMGonbOlh4d4uT8mrVWFKMMuvGp4uoKoFAUO+oyU4QCAQ1c8AR4LrfivgjPxxBHa+XeKpXPNe0aTgVV4/acVNSUkK3bt0oKyvjxhtv5JlnnkGvjx3e5/f7eeSRR3j//feJj49nzZo12O322mq34Bh5c6ODR2OINv6zZxxjs0y8sdHB6gIfzaxabulgoXeqmFgKBEfLqnwfb21ysLs8QNckPf/X0Sq0nuqYcn+I9l/kRlWPAnihTzzFvhDzs73E6SSuamOJKuMqOLlM3ebkzhiOm6d6xtEiTsvHFdVVBmcYuL2jlQSDzE0Lipi2K1rY8+FuNj7d4WK/I6yR0zJOw/uDE+mWLFIPBA2PQEjh420uvt3tIgSMaWbi+nYWsaAmEAjOCEbOymdFfmRUtUQ4AOFwsMGZzlE7bgBmzJjB9ddfD0CzZs244YYbGDRoEC1atMBqteJwONi1axcLFy7kww8/ZM+ePUiSxPvvv8/YsWNP1ncQHAXTdrm4aUGx6r5/9ozj1fWOiLLEGilcPlyIpQkEf83cAx4um1tIVX9BvF5izgUptLELkdS65H+bHDy8PNJJ3SNFh8sfYnNJpAjuI91tPNRNlDKuKwo8QTp+lYu3mhaxLMFdnaxMXh9Zna1tvJbp5ybR9es8VHxxDG9s4OsRSawp8CNL0DVJhySJSaqgYXL9r0V8W61y0XmZRlGpUCAQnPZsKfHT99tDqvuub2vmP/0T6rhFp4ZjctwAfPnll9x77724XK4aDSRFUTCZTLz88stcfvnlJ9xQwYnhDih0m5ZLnjsyHzDZKDOiiYHPd0SvZraN17L8krS6aqJAcNpy9oxDrC+KLhc+oaWJdwaJ9Jy65veDXqZud1LqUxieYSCkwMMqEYcmjcSmiek16qUIapevd7r4v0XF+CqGIq0UXjx4bnW5aqTUQ91sMSslnpWsY/7o1JPZXIHgtGBVvo9hs/JV9/14XjL900UEtUAgOH1Zludl1I/qqfAXZ5n4cGjDsLWP2VqdOHEiixcv5uqrr8ZqtaIoStQ/q9XK1VdfzeLFi4XTpp5g0kp8MzKZzolHVv87JGiZNiKJVfnRE06AraUBSrwNT/hJIDgW3AFF1WkDsDwvWihXcPI5u5GBdwYl8uU5Sfytg5VVherPwR1UWBtjn+DkML6lmQ0T0nm6Vxz/7Glj3fh0zkrRqzptILzKFqtS4rDG0VUNBYKGyDIVUfbDrKhhn0AgEJwOdEvSxyw8MLRxw3FMH5cAQ1ZWFq+99hqTJ09mw4YNZGdn43A4sFqtZGRk0LlzZ2RZrGDWNzol6vh9TCo7SwMoKLSKDztxMiwatpYGoo6P00tYdCLsXCCoCYMmXMWmSMXJmWER1dXqA43NsZ9Doxr2CWqffY4A9y4pYV62FwWYc8DLfV1iV1VpZNZwQ1sLE+cW4qmSYtU2Xsv/qVR6EwgaIo1rGGsaiXFIIBCc5hi1Es/2juf2RcWEqqzz9EvTM7FawZwzmaNOlfr8889JTU1l+PDhJ7tNgjrmx31urpgXXXFqUicr/+wVfwpaJBCcXjy7uowXVNI5PhySwMXNG86AUl/ZXRag/3eHcAcjh7vBjQzMGJV8ilrV8AiEFPp8m8fOskiRmwyzTAe7lrk5kZEBehl+H5NKW7uOnaUBpmxzku0M0itVz5Wtzdiq19YVCBoovqBCj+l5lULdh0k3yaweJ6qsCQSCM4O1hT4+2e6i2BtiSIaB8S3MGDQNp387asdNQkIC/fr148cffzzZbRKcAj7a6uS51WXkuUNYtBLXtjXzr57xoty0QHAUBEMK//qzjPe3OHEEFFKMMg90tfG3DiIioL6wIMfDg8tK2VoaQCPBBU2NTO5vJ9EoVqOPlx2lfl5YU87iXB8pJpkb21m4uoaynLP3ublcZZEA4OW+8SzJ8zFjj5uAAq3itDzXJ54RTf46HWptoY+X1pazKt9PE6uG2ztaRcUwQYNjZ2mAOxcXs6QiRbdvqp7JA+y0EwL5AoFAcEZwTI6bvn37Mnv27JPdJsEpwh9SyHEGSTbKWMRKpkBwTIQUhZ/2e9hQ6OfsRgb6CTHIesl+RwCrThaCxCfIAUeAQTPzo1IEH+tu44GKSl37HAHmHfBi1Umc19TI5ztcPLAsWiT68Hl3dLLxzS4nuW6Fsc2MtKo24VyU62VzsZ+2dh2DGoXfr03FfkbMysdZTSPn1f52rm0b24kkOD5W5ftYVeCjqVXL8MYGNGJxp95xyB0kpEC6SAMVCFRZXDGWtI7XMaiRPqLYzp7yAPOzvcTrw+OWWStsBUH94bg0bgRnJjpZoplN/CQEgmMlzxXkkl8K2FhcoRW1ppwRjQ1MHZaEUYSo1ysyraKPqw3e2exU1XV6fYOD2zpaeWujg+fWlFfmotv1Ek/2jJ16m2CQ6fJ1Lvme8Gc+s6qM/+to5ene8ZT5QkycW8jSKmLfvVP0fD0yiVfXl0c5bQBeWFPOVa3NwrFQS/iCCtf9VsSP+zyV29rZtUwfmSy0vOoZqSbxPAQCNRz+8FiyOPfIWNIzRce0EcnYDTJP/1nGy+vKOTyiJBpkvjwniV6p+lPTYIGgGsKNKBAIBCfIIytKjzhtKpiT7eX1DepljAWC051YldTK/Aqz9np4ZnV5hIBgiU/h+dVljG4Wnfo0pJGetzY6Kp02AArwxkYHcw54eHZ1WYTTBmBFvo+n/yyL2Y5sV1DVsSQ4Pt7e5Ihw2gBsKQnwwLKSU9MggUAgOEaeX10e4bQB+CPfzz//LGXhQS8vVXHaABR5Q9y4oIiQclTJKQLBSUc4bgQCgeAE8IcUvt/rVt03fbf6doHgdKdFnHrkkkEDyw95VfflukNc38bMv/vE0ydVT88UHf/qGccj3ePYWR5UPeebXa6Y79H03W5axIgSTTTI2EU6XK3xTYxn8NN+D06/cJAJBIL6z/TdLtXt3+x2M32X+r59jiArD/lU9wkEdc0xxYwXFBTw+eefH/fFLr/88uM+V3ByOegK8s4mB6sK/DS1ari5vYUuSSI0UCD4KxSFiMiCqqhkcAgEZwQ3t7fw2XZXVKWua2oQJwYIEXaqJBhkQopCgkGmpmSmoALBGH6BgKJwRycrs/d7qNYMbutgQSfSpGqN6vf3MCEl/EwFAoGgvhOrHwuGYu8DYcsJ6g/HJE5cVbzpmC8kSRQWFh73+fUd87hxSKXqoovHgv+SS/DddluNx+jfegvd9OknfK3D7DUnMeDy/5DnPmJ+6WX4/JwkhjcOh7VL+fmYr7ii1q4J4LvlFvzjxtV4jOGpp9AuXFhr11SSknB98UWNx8gbN2K6++5auyaA5/HHCQ4eXOMxprvuQt68udauGWrfHvdrr9V4jGbBAoxPP11r1wRwT55MqGPHGo8xX3YZUi32B4FBg/A+8USNx+imTUP/9tu1dk0A12efoaSkcMW8wqg0AoD7ulh5/uGaf+PHyqnoIwCcc+bUuF/0ESfG6dhHLEppzWNdx7MktQ1JnnJu2fErT6z/jsUpbTjnnIejjk/ylHPhgdVMaTUoYvvopgbWFAWiShkDfLXwdeY06sS7rYdG7bt+xwLeWfEhszO68Pcul7AmMYsMVzF3bf2FezfPjnAIneo+oiYsI0bU6jVPRh/xTKeLeLLLJVHbR+as54ffXgZEH1EV0UecGA3RjqiJ06GPOBpOdR/xwNIS3t3ijDrmSud2Llsxk9FD74va18hVzK4Z96FVjt5FLfqISEQfoY4SH49r2rRjasMxRdwoJ5DjdyLnng5oVq9GroUfR7BXr788Rt6/H+3KlSd8rcO8NO6JCKcNgC8Ef19ZWum4weer1WsC+MeM+ctjNDt21Op1QxkZf3mM5HTW+neViov/8hh58+ZavW7grw9BKi6u/e/qjB4Uq6NZtw45J6fWrqkczXPNza3174ovHD77XO94Nhb52Vtl4tk7Rc/dXWy1fs1T0UccFaKPOCFOxz5iCCtZ/ONnBGQN2tCR3/5wlnO3LoPJg6+p3Gb0efjnrMncMS7a6Pl+n5d/947n6dVllPuP2ArXLf+Wcd/+j6EWO8tu/4D1GW0r93U8uJ3npzyO1lHEaFYyesb7+GUtupD6tzrVfURNnA59xANr1jP/b5ksbHXkszOLD/LfDx9EW7Dv6D5E9BEnxOnYRxwvDdGOqInToY+oFU5yH/FIdxtLD/nYUEUbrU28lueWfE3mzE+5Vd+Y/w24rHKfxetiypQHMG5bfkzXFH1EJKKPUCeUlHTMbTgmx40oB35msrBlT9XtG4sDlHhDQidAIKiCT6MjIGsw+49E2DSzaVl+cRrf7XGxrTRAn1QDI5oYkKtFKTr0Zkx+D5pjWLkRCOo7VZ02h/nPd//m2hUz+KHDIOK8Diau/olpXUfG/Iwyf4h149P5eqeTfHeIix+8nn5/zgcg2VnCqpfHM7PjUDY0ak2HvJ2MWT8/ykkTy2kjOHpy4lJ4Zci1/N6iB43K8rl98ReM3LoEs9/Db/+9jp/aDWRl0840LzrAuLW/YPKr6xkJTj5Ofwi9RhIpgQLBUZJo1PDb6BRm7/ewqdhP23gdFzQzEj/DAcBb057ixuXT+andQBJcZUxcM5tkZ8mpbbRAUAVRF1VAWnkhm9JbRW236STMopSxQABAsSmOuy9+mC+7jcKrMzBs2zKeKoeOhCMK397s4L8bHRxyh2gZ56bMF8f4lmYAfmnbn4cuvJc1TdoT7y7jliVf8/SPr4mJpuCMplvOFrrlbKn8O608dlRqgkHmmVVlfL7DhTOg8Puw23ipqJgBu1cDYefQJevncsn6uSe93Q2VXFsyfe7+nAMJjSq3zeg8nHe/+Ds3Lf8GCThvyyLO27Lo1DVSwJoCH4+sKGVpng+TRmJcCxPP9onHphOLbALBX6GVJUY3MzG6mUl1f8/9G+m5f2Mdt0ogODpELy/g9sXqeZhXtTaj1wjHjUAAcMn1r/JxrzF4dQYA5rfpy0V/QJEnyOsbHPzjjzIOVaQc7iwLcvPCYn7Z72FNRjtG3/Rf1jRpD0CpKY4Xht/IPWMfOmXfRSA4FYze+BtNig9GbU80yCw46OW9LU6cFSqQyzI6cO4t77ArqUldN7PB8trZV0Y4bQ7z+Pl34Ze1eLR6pvQawx2XPMZLQ64j35JwClrZsDnoCnLRzwUszQun17iDClO3u7jpt6JT3DKBQCAQnGxExE0tEezenVAtiBOHMjOP6pjAUeSnHi1jKeaZ3vG8uKaMEp+CXobLW5l5smf8kYP0+lq9JoCSnv6XxwRbtUKqxesqR5FPqFgstf9dE/7awA21b39UuaJHS6h9+788RklIqP3vaqm5qgxAsEsXQo0b19o1g62iI8aqo6SnH/d3XZXQjN9a947aXuiHT7c7+e9G9VzbNzY6aHHJJHza6Apt7/cbx5O5i7D71UtQxuJU9BFHhegjTuy6DaCPkIEfFr/O9RP/xSpn2PzokKDlHz3iuHxe9MTTaTDz5iWTeH7NVyd87ZPdR8RE/9fVGWv7msfbRyzuMkj12Ly4ZFaOuIRb+1zP+oSmldufG3UbP897gW4lR6lxI/qIE7tuQgJTtzkp80VrRv58wMu2Ej9dT/M+ovIzz0A7IianUR9x0hF9xIldtwHYEZWfeQb0EUp8/F8fVI1jqiolNG7ObNYU+Jib7aFjgo7zmqqHEAoEDZEZe9xc+6v6iub1bcx8uE3d+dLUqqGpVcOiXHXxweUXp9LWrqu1dgoEpwt7ygMEQ9AyXsuSXC/nzy5QPW5MlpEpQ49dwE9w7PxtQRFf7XJHbdfLcGM7C29tinZQ90/T8+P5NVfEEdQet/9ezGc71Mebr0ck0TdNz9wDHhQFhjcxEq8XgfV1jSegMDfbgyugMKyxgWSjJmL/0jwvu8sCdE3S0zFRjP8CgeDoERE3AgIhhdt/L44w2Lol6fh6RBIpJk0NZwoEDYOuSTokQM3L3TNVz5I8H1tLo9cwuifryLRoVR03CQaJZlbRBR8rm4v9fLLdRaEnyOAMI5c2N1WmdBZ5gkzd7mJTsZ828TqubmMmtaIPC4QUvtvjZl62l3i9xBWtzHRJOrLSufKQj692unAFFUZlGrmgqTFKXFpQe2TZjvz22yfoMGrAE61xTLekv16NFtQON7e3Mm23m1C1jm58SzMLDqqLEC/J81HmCxEnHAR1QrckHZ/tiN6uleCQO0iHL3MrK7NZtBL/HZjA2OZiIa6uWJbn5ar5RRR4wmnTehme7hXP3zpYKfIEmTi3kJX5Ryoajc0y8e7gBCEwLRAIjoqjjrgRnLm8tdHBIyui07zGZpn4aGjiKWiRQFD/uHNRMVO3R650drBrmT86lZ8PeLju16IIx45ZKzH7/GSSDDJDvs+vNOQO83SvOO7oZKuDlp85fLvbxc0LiglUudH90/R8e24yB11Bzvsxn4OuI/c52Sjzw3nJtIzTctncQuZmH5l8yhK8PsDOla0tvLGhnMdXlkVc65LmJt4fnIAknDe1yqfbnby72UmeO0jfVAMPdbfRzq7jqT9LeXmdI+LYJhYNCy9KIdEoFhDqihl73Pzjj1L2lAcxauCylmae62Pnop/yIyach9HLsPfKDEyikEGdUO4PMXRmPjvKIhcKrm1j5utdblyBSJNeL8OGCemVDmzBycMfUuj8VS657sixXgIWjUnltQ3lfLkzOqLtyR5x3N1F2AICgeCvEY4bAcO+P8SqgmiDTCvBvqsaYdaKlTSBIBhSeHeLky92uHAFwlEZd3e2Vk4qf8328MZGB7vLAnRL1nN3Z2tlRMee8gAvry1nSZ6XNJOGm9tbuLi5+VR+ndMOf0ih41e5lQLQVXm1v53FuV7VNI/zmxq5pLmJmxYUR+2L10ssGpNCj28O4VOp0P7tyCSGNjbWSvsFMHldOU/+Gekgi9dLLLgolSyblk+2O/l4q4sib4ihGQbu6WIjwyImnHWNoihkO4PYDTLWikpF7212cP+y6AWeCS1MvDNYLPDUJfnuIK+sK2duthebTuKq1hY0ksKkJeo6iy/2jefm9tY6bmXDY162h0t/Ua+cN6mTlf9tduBViSrskKBlydi0k9w6gUBwJiDi9AV4g+q+u4ACAZXJjEDQENHIErd2sHJrBysHXUHe3+LkjsUltI7TckM7C0MbG2NO8rNsWl4fKCqwnAjrCv2qThuAudkelsTQEZqX7SFOpx4NUOpT+HibW9VpE/5cr3Dc1MCSXC+f7nBR6g1xThMjl7U0Y4wReeEJKExeXx61vdSn8OZGBy/0tdMmXktbu5Zib4i2di12w4lFcewpD/DeZie7ygN0TtRxQ1sLaWbhCPorJEmiSbU0zhvaWdhY7GfKNldlKlX/ND3/7muv+wY2cFJMGp7rY+e5Ktve3eyIebwnho0nqF08gdj32RNU8McYZ2LZ4AJBQyQYUvhmt5sf9rkxyBLjWpgZmXnEDltxyMvUbS6KvSGGZBi4orW5QQUYCMeNgPObmthYHG1QD2pkEHnr9YwNRX4UoFOCVqRwnCK2l/oZ9UMBhd4jVtiH25x8PyqZrkKP46QRr4/9e4/Xy8TpJQpVZDji9XKNAp2pxtj7arpmQ+edTQ4eXH5khX/WPg9f7nQx49zkSs2hqhxwBihRqYYDsL7Iz8fbnExaXFKZbjhrn4cvdrr4flTKcaXh/JnvY8xPBTgqJlM/7vPw4VYnv1yQEqGvIzg6ZEniP/0TmNTZxtpCP82sGroli/6uvjAq08hDy0uj9Ikk4AJRbKJOGJRhwKaTKjWGqjI6y8SusgBzsqMHKfF8BIIwiqJw/W9FzNzrqdz21S4393ax8vce8bVuJ5yOiFm5gLs6WzkrOVLZPtUk80LfYy9TJjg5rCnw0Xt6HgNnHOLsGYfoOT2PlYfUIwwEJ5fnVpdHOG0AynwKT1VLARHULq3idfRNVZ8oXtnazFWt1UtDXtXazBWtzahpP3ZK1HFDOwuZ1ugoDJ0ME1qKdDY1ynwh/qXye1+a52P67uh0NYB0swZLDMMqy6bhiZWlUeLff+T7+SJGBZ2/4u9/lFY6bQ5zyB3ihTXRixSCoyfLpmVMlkk4beoZmVYt/+oZF7X98bPiaBEnHJV1gU0n80o/O9W7uZvaWRiYbuD5PnYamSOnXZ0Tddwr9G0EAgAWHvRGOG0OM3m9g60l/lq3E05HRG8uwKaT+eWCFGbt9bC6wEdTm4bxLcwi2qae4AqEGD+nkPwq4rY7y4KMn1PAuvHp4jnVMQty1KurxKq6Iqg93hucwDW/FlVqclm1Ev/oGUe/NAO9UvTsKQ/w2Q4XQSUsPjyuuYmHusVh0Ei8NsDOoytKKauI+uiUqGPq0EQ0ssTnw5O47teiSsHPJIPMK/3tIjIjBn/m+6KcIof5LcfDZa3CDq+QolRW5rLqZG5oZ+H1DZEpHUYNDEo38PkOdYfPgoNerm+n7pSrzuHrBUMKi2OkzsV6fwWC0507OtkY3tjId3vClcHGZJnoJMpN1ynjW5rplapn2i43rkCIUZlGeqcaAGgZr2XFJWlM2+lmT3mArkk6RmeZREUpgaCCWHZ0SIEvd7oojRG1eyx2wumOsEoFAGhlibHNTaJsZD3kh72eCKfNYUp8CjP2uLm6TcPorOoLSUY5KuIGwpN9wcmliTVcxWtdoY8ib4geKXpsFeKpWlni9YEJPNTNxrbSAC3jtDSr4ni5qrWFi7NMrMz3YdfLEREDnRJ1zL0wmS93ujBpZCa2MmNQSfcRhEmqIb0s2Sjz+oZy/rfRSbYryFnJOh47K47hjY082SMOm07ivS1ODrlD9EnV80SPONJMsT+vpmtBuMz782vK+XCLkyJviP7pev7ZMx67XlJNzfqrzxMITmfaJ+honyCcNaeSLJuW+7uqR9HYdHKDmWAKBMdKYg12dKYltsuiIY3rwnEjAMLG7w/7PKzK99HMpmVcC5OI5KgnVC8jXZXCGvYJTg7XtrXw2Iro6h2XtTLz0VYnu8vEStrJpksNWkJNrNooYdXDWHQyQzKixYZf31DOc6vLK0vpfrbDxZShiULINgZdkvSclayLqkaolcAfgieqlFZfVeBn4pxCfjw/md6pBh7sFseD3eIionEgLHS7JC8ySkaW4OrW4eidveWBylXsc6usYj+4rJQPtjorz1mcG9a2GdfCxJRt0eHT17YV6W8CgUAgENQ3JrQ089zqcpzVInozrRqubmPm612uGu2EhoAoBy6gzBfi4p8L+LOKEZ5qkpk5Kpl2drFyc6rZVOyn/3eHVPf9NjpFaA3UMSFF4YmVZby3JVzaUyfDRc1MLMnzctB1xJHWJVHHzFHJ2EUkTr2i3B9CL0uVETW/Znu4WKWE69AMA9+em1zXzTttOOAIcPPCYpZWGFFpJplnesfz4LJSilQi0sZkGZkyNAkApz+ELEkRYoK5riA3Lyji94oUp2Rj+PMmtjTzzS4Xtywspqotd2M7C492t9H+y1zVqmA3tzfjDsAXO1wEFDBpJG7tYOHvPeKEsLtAIBAIBPWQBTle7lxczD5HEICOCVreH5JIO7uuRjuhoSAcNwKeWVXGi2vVq0rNHCUmLseDoigszfNR4AnRL01PiunEVu7vW1rC+1ucEduubG3mvydYYjoYUliU66PcH2JgukE4GY6BIk+QnWVBsmwabv+9WLVaxF2drPyrlxD5rg/8ke/j0eWlrMj3YdSEV3ae6R3P3YtL+CaGoO6G8Wkxo3cEYXaU+inzKXRO0lHsDdHmi1zV4zomaPlkWBIPLithbrYXWYLzMo280NdOhiXcPyqKwte73OS4gkxsYaKRRYvDH6L9l7mqlVr+08/OPUtLVK83somBr0Ykk+cKss8RpHW8VvRvAoFAIFBlvyPAqgI/Ta0auldbEHX4Q/x+0IteIzGokUFEU59kynxBpm5zYdZKXNXGEnG/FUVh2i43Oc4gE1qG7YSGRMP6tgJVftynPmlZeNBLmS8kUqaOkT3lAS6fW8jmkrDQqV6GB7raeKBbdMWHo+XlfnaGZBj4bndYdHBscxMXNYtO+VBjQY6HH/d5MGgkxrUwVaaZbCjyc+W8QvZWeLXNWomnesVxYzvrcbezIZFo1JBo1OALKsyLIXj6wz63cNzUAw44Alz8c0Hl5N8ThI+3uch3h/BXr59bhVKfQpO6auRpSqv4I1GZSQaZRmY5IvLsMO3sWkb/VMABZ7i/CSrhUp47ygpYPCaV3eUBLp9XxPbScL/53OoyHuseR6t4rarTBmBdkQ+zVqpMcatKxwqdjzSzRqS8CQQCgUAVRVF4cFkp7291ctgc6Juq59PhiSQZNXy728WkxSWUVYxDaSaZj4Ym0i/NcApbfeYyfZeLu5ccud//XlPOR0MT6ZtmYEepP8JOeHZN2E64q3PDqcwmZuSCmCKcWgm04hdyzNy8oKjSaQPgC8Ezq8uZlx1d4u5YGN3MxPtDEvlwaCJjskxHFe5/9+JixvxcyNubnby2wcHgmfm8vclBSFG4Zv4Rpw2AK6Bw/9JS1hSIMuPHgiwRVf7zMELgtn4wZZtLdfI/e7+HLknq6aBNLBra2cXaxrGgkSVVUU6zVqJjgr7SaVOVLSUB5mZ7ue634kpjDMAbhL//UcaOKtuqE6+Xub1DtKM5ySBzU3vhgBYIBAJBzUzd7uLdLUecNgDLDvm4b2kp+x0B/rawuNKJAJDnDnHVvCLcMSorCo6ffSr3O9cd4sp5RXgCSkw7YXFuw6kWKablAsa3UM8NvLCZCbPw3BwTO0sDrMz3q+77Yke0UObJZGmel4+qiXMqwN//KOXn/R52lUdPohTgq111287TncMV2dSYEOPdEtQtex2xJ/+9UvT0TIl03uhkeKFvPBoRDn3M3NjOyvuDE+iZoiPdJHNBUyM/npdMQIlt5C7L87KhSL3f3FoaIF2l6pQEXNrCzOM94niln53OiToamWUmtDDxywUpNLaIKBuBQCAQ1MznMWzzWXvdfLbDhV9FQ63QG+KXAye2GCuI5ptdbtT8YYXeEO9tccS0E+p6fnUqEcuJZyB/5Pv4YocLhz/EyCZGxmSZKicgOc4gH20LV77pnKjj6jYWbm5vYXWBj692HUmZ6pak44W+8fhDCt/scvNrjod4vcxVrc0RFV2W5nn5aqcLTxDOb2rkgqbGykoh+xwBpmx1ss8RpHuynqtam8/4tCtnIHaVJ2dAUb3/CRW6C+6Awlc7XSzO9ZJi0nBNGzNtq4hD/5rt4ds94VSpMVkmRjQ5kiq1o9TPx9tc5LqC9EnTc3krM7/sVx9UvEFYfih2VI0zRlrCmYTDH+Kz7S7+yPfR2KLh2rYWsipKRyuKwk/7Pcza50ErwbgWZs5udCQkdmORn0+2Oyn0hhjUyMD4Fmae7x3P7rJIp92YLCP/18lKiTfEJ9udrC3008ym5bo25krdlJCi8P1eDz/t92DSSExsaaKPCL89IbxBhWm7XCw46CXRIHN1awvdk/R8tTM6JVQvQ88UPbNGpfD1LheLcr2kmcLVC1rHC2H24+XSFmYurea0zK+hAl6WLbaTxR1QmDI0kSvnF1VW2NPL8K9e8XRODD+jG9pZuEGU2D1qfsvxMH23m6ASFlY/N/PIWLKrLDxuH3QF6Z0aHkssuvAYVeoL8el2F6sLfDSzarmmrZmmVfqyWXs9zN7vqdSQEqkEdU9NdoKg7lCzE0QEbv1ELdUWIKBAuZry/V+cJzh+qleTqkqZL/a+ms470xDixGcY72xy8ODyyFLF52Ua+XR4IuuL/Fz0UwGlVX78TSwafjo/mSZWLZuL/awu8NHUpmVgugFfUGHcnEIWHjwSgiZL8N+BCVzeysx/1pXzzz/LIq41roWJ9wYnsjzPy6W/FOKo8jK1jNPw0/kpJyzUW58JhhS6TstTTQl4oKuVdzY7o+7/zxekYNdLjP6pIKK8rk6Gj4YkckEzE0+sLOX1DY6Iz7u5nYUX+9mZe8DDlfML8Va5ZOdEHec2MfDSushzDvPh4AQmLS1R7Qg/G57I+U3VI0jOBIo8Qc77sYCtVcItzVqJL89J4uxGBv5vUTGfbo/03j/Yzcaj3eOYvsvFzQuLCVa5bf3S9Hw7MhmjVmJJrpc95QG6JOnplKgjzxXk3B/z2VMlusmmk/j23GR6JOu4/rdivtsT6VB4qmccdzagfN3axBNQuPiXgspKRwAaCV7tb+eVdeVRUWZ3dLTydG+hQVQXhBSFC2cXRJXyHJVpZOqwRDp+lcshd7SR/PagBCa2NOMJKMzN9uAMKAzLMJzR48jJ5J9/lPKf9ZHjwvVtzfynfwK/5Xi4bG4hniqvSYcELT+el4IvpDDqh/yId8iqlZh+bhK9Uw3ctKCIabsi+7J/9Ijjni6iL6srarITBHXHX9kJgvpFrAItPVN0PN/Hzjmz8qP26WTYOCGdVDEO1SorD/kY8UP0/dbLsHpcGkO/z6/RTmgInLbhD5MnT8Zut2O321m5cmXU/rKyMh599FE6depEamoqnTt35oknnsDhUJ/IhkIh3n77bfr37096ejotW7bkxhtvZM+ePSf5m9QeJd4Q//ijLGr77P0eZu/z8PeVZRFOA4ADziAvVXRY7RN0XNHawsD08CrZtF2uCKcNQEiBR1eUsKcswLOro681bZebhQe9PLqiNMJpA7CzLMir69Xv/5mCRpb4T387xmp9+dAMA8vyfKr3/8U1ZXy41RnhtAHwh+Ch5aVsKfZFGWMA725xsr7Qx0PLSyKcNgDri/x4Q+raK6kmmfObmXipr53qC0CXNDcxKvPMXqH770ZHhNMGwisnj6woZXmeN8ppA/DS2nJ2lfp5eEVphDEGsDTPxxc7w+f0TzdwRWsLnSoiAV5eVx7htAEo9ys8vqKU+TneKKcNwNOryyjwRDv+BH/NFztdEU4bCIvg/vPPMmaOSub2jhbaxmvpnaLntQF2nup1/ILhgmNDliS+HpHEI91tdEzQ0iVRx5M94vh4aCI6WeKVfnaqB2Se28TApRVpiEatxIXNTExsaRZOm+NkV1mAySpj8IdbXawp8PHgslKqdz2bigO8s9nBq+sdUY5PR0Dh0RWlLMjxRDltAJ5dXUaeS/RldcG2En9MOyFWeoGg9vEFlb+0EwT1izs6WemSGBlhG6+XeKGPnZ4pem5uHx3N+c+e8cJpcxLolarn5mrRsxLhCNvGFu1f2gkNgdMyVWrTpk0899xzWCwWnE5n1H6n08kFF1zA+vXrGTZsGOPGjWPdunW8/vrrLF68mB9//BGjMXJyevfdd/Pxxx/Tvn17brnlFg4ePMh3333H/PnzmTt3Li1btqyrr3fcLM3z4q4+WlQwN9sT5YQ5sk99+68xKuUUexU+2e5UzfsE+GGvmz8L1A2FedkenubMXuEe0cTIikvS+HyHiwJ3iEEZBkY2NpA+9aDq8XOzvexXidCBsGPnS5UUj8NM2+VmZ5n6uX/m+/jfoATuraLOnmGWmTI0CYNGYkJLM92TdXy5w01ZRVrd8MaGoxI9Pp2ZH+N3vaHIz4y96vc6pMCnO1yqnn6AuQc8XNc2enCfH+PdWnbIx0/71a/lDcLvB71c3LxhrB7UJrEEwPM9IXLdIZ7tbYfeddsmwREsOpmHusXxkEqFvQubmSr7zSJviKEZBkZlHkm9FZw4v+Z4iBVi/c1uN9tiCEHPyw5XmFTjj3w/s/epv3f+ULg65fgGshJ6Kok1rkG4X+yUKFI/64L1Rf5jthMEp5Z4vcycC1P4dreb5XleDnlCeIMK72x2cFXQwot97YzNMjFrrxu9LDGupbkyTVdQ+7zYz86Y5iZ+2OvGoJG4tMWR+y3shNPQceP3+7ntttvo3LkzLVq04Kuvvoo65tVXX2X9+vXcfffdPPnkk5Xbn3zySSZPnsybb77JvffeW7l94cKFfPzxx/Tv35/vvvsOvT6s4TJ+/HjGjx/PAw88wPTp00/6dztR4mvQj7HrZWw6KUKpu3KfQeb3g16eW13G6gI/Ta0a/q+TtcbPq6m8arJRxqghauXu8LUaAk2t2ojJiaIoNd7/WPdaghq9+qkmGVkCtYrGdoPMuBZmRmUaWZTrxSBLnN3IgLaK4GrreB2P92hYA1Cse62TIaV6qFQV0mt4DnaDzOc7XLy+vpzd5UG6Jul4qJsNu0F9MDFrJRJreBfsZ7gWVG3wW46H51eXs7bQT3Obhjs6WWu8b6XeINfML2Retpd4vcRVbSw80NWGTggQ1xuybFoe6S6ioE4WNY3pKUYZjURUpACAXS8hS+rnGjWQaIz9uTVdU1B71NT3ifGk7qjxOcSwE4Y2PrOjnE8HDBqJi5ubmLLNGRG1+8VON//uE88tHawMSBeaXXXFwHRDZfZHdRq6nXDa9eYvvfQSW7Zs4Y033kCjiZ5IKYrC1KlTsVqtPPDAAxH7HnjgAaxWKx9//HHE9sN/P/bYY5VOG4ARI0YwcOBA5s+fz/79+0/Ct6ld+qXpaRUX7YvTSnBFazNXtFZf9RqUrueSX8LaA+6gwtbSAHctLsGklVCb0nRP1nFdWwtNVKp2GDRweSsz42JU07kqRhvOdCRJinn/r25tjnlfhjU2cHUbM3Z99JOw6SSubG2Jmdp0dcVnWnUyozJNDG1sjHDaNFRi3euxWSaubG3GpCIgmGqSuaathX5pepUzIdEgc9vvxWwqCeAOKiw75GPcnEL6pqoPPBNbmri8lSUq5BOgqVXDoEbCQKiJxblexv1SyLJD4T5rU0mA2xeVxHSG9UjWcevvJczcG9ZIyXGFeGFNOXcuKq7jlgsEp47zmxpV3xGLVuKq1mYuaKo+llzZ2sKVMfrN8S3MXN7KrNqXNbFoGNZY9GV1wYXNjDHthDFZDSeN4FTTMl57zHZCQyplXJ+Ztis61RrgqT/LKI+VYiAQ1DGnVcTNmjVrePnll3n00Udp166d6jE7d+7k4MGDDB8+HIslMiTRYrHQp08f5s2bx4EDB2jSpAkAixYtwmKx0Ldv36jPGz58OIsWLWLx4sVcdtllMdvm8dSPsnAfnm3lpkXlbC0Nh7sk6iWe7Wkh0xDkoY4Gchx+vt/nQyEcYXBNKyN7ynyqaU9f73TyYi8z/1rjrowU6ZKo4e1+FoI+L1POtnLz4nJ2lYdPTjZIvNzbSrI2wJNdjRxy+fklO5wyZZDh5rZGLs3U1Jt7VdfEuv/XNNcgSfBkdzMvrHfhqohW75uiZXIvM9qgj48H2bhtiYNsV/heZ5hlXu9rxaj4eLGniTJvgEV54RNNGrino5mhqVKDvdc1cWGGzL2dTLy52V0ZFTa0kY6nuxuJk/y8P9DK3csdHPKEf/PNrDJv97eh+L38t6+ZmxaFWFUYvtdWrcRjXU38d0t07npQgU1FHm5tZ+SDbR58oXAE1XlN9DzexYhFG+B//a08sNJJoTd8rdZxGt4ZYMXv8yJUCWLzytoy1ZKR3+x28VwPM8+sdVdqbJ2VpKVvikY1ffOrXW7u7+hUdUILBGcaMjB1kJVblzjY7wyPJekmidf72jDj5989TJR4gizMC78rJg3c1cHEyHQJ0LClvZF3tob7MoBzG+v4R1cjVm2AdwfYuG+Fg4KKvqylTeadAVYCPi/qCViC2kQLNdoJwhSoO9TshMe7mngjhp3wytpSetgbbgRBfeHXA+oaRI6AwtJsB4PS1R1yAsGJUF265a84bapKeb1ehgwZgtFoZO7cuWg0Gm677TY+//xz5syZQ69evQD4+eefmThxIjfffDMvvvhi1Oc88MADvPvuu8yYMYPBgwfjdDpp3LgxHTp0YMmSJVHHz5gxg2uvvZYHHniAxx57LGb7du3aRTBYf0T4NjskXAGJTnEhqi+w/VEis75cpl9CkHZWhfF/GtnjVl+pntvHhV6GjeUyNq1CW2vkz0VRYJNDxhOCLrYQumofs98tcdAr0doSIqFhZeTEJNsjke2RaGEOkVxtHHAEwvczSafQ0hJ5r4MKbCiXURToHBeKEhbe7ZLI90m0t4awnVYu2VNDiR+2OWXSDArNTJH3OhCC9eUyWgk62kJUD1Ta7pQo8UvhfcDZS9VXozMMIWb08lDkgx0umQyDQpNq1/JVXMsoQwdriAaUqnvU7HWH35k2lvA7M2alkRyvep/1ez8X5QH48ZCWdGOIc1NCPLFVz0/56i/FGx099LCHWFsW/ryucSFVUW9B7RFUYG1ZuC/rGhdCe9rF/p7ehCrGkpACnVR+73tcEod8Em0tIeKrjdvFftjulGlkUMis1pf5Q7BO9GWnlL+yEwR1x7HaCYJTy3926fgsR32i8ll3N60tp8V0WXAaodFoaNGixTGdc9pM75599ll27tzJb7/9ppoidZiysnClo/h4dQHcuLi4iOMO//fw9r86PhYZGRk17q9rMlW2uQIKdyx18OOBcCjg2/vgqpYGOiaF2HMgejW6kUmmQ/MmyJJEmxqu1fQY29HQ+at70r6GfVkn8LmCSDKBzjXsb/4X51al6bpi9jmjw9Y6JBnIzEwhE+haw+fVf+nzU4PTr3Db0vLKyD2tBNe1NtIxKUhOTnSflWmRWehL5pm1RyLXvsrXMChNB/nRhrFGAm18MhevcpLrDhtl6SaJ//azMSBNeJpPBivy/RFRASlGidf7WhnSSKxm1iXNathX01iSCXSpYf+xmaCCk0HWqW6AADh2O0FwarklLsBXB0ujonl7JGkZ1q7JqWmUQFCN08Jxs2LFCl5//XUefvhhOnTocKqbo8qxhjqdCv6xrKTSaQPhlZkpO7zc1sGCXvZTvWjEvV1tmE0iN1og+Cvu7xbHXYtLIrZpJbivWzxGo9B4OF4e/rO40mkDEFDgvW0e7uho5deD/igD65IWZh77M7Ik7rqiIBpJJs0kk1et2sclzU08uNIZIRqe61a4/vdy1k9IF8KqtYzTH+La34so9h653/kehRsXOVg3Po2kGsTBBQKB4HRG2An1m65GeH+IhoeWlZBbYSv0T9Pz7uBEjGJsEtQT6r1VGggEuO222+jYsSP33HPPXx5/OEKmtLRUdX/1CJu/iqj5q4ic0wVFUfhsh3r+5sKDXr47N5lBjQzYdBIdE7S8OdDOze2tddxKgeD05Jo2Ft4dlEDnRB02ncTAdD3fjEymX5owxo6XQEjhq13qJdOX5HmZfm4yA9P12HQSnRN1vDMogUKPuoDg6kI/b51t59LmJuL0Ek2tGh7tbmNAul610luZX2HmHvVrC46f2fs9EU6bwzgDCtN3i/stEAjOXISdUP8Zk2Vi/YR0fhudwqpL0/jx/BQaCw08QT2i3kfcOBwOdu7cCUBKinoo4YgRIwD45JNPKkWLd+3apXrs4e0tW4aTEywWC+np6ezdu5dgMBiVhlX9+NOVoAIOlQkKhCcp3ZJ1jGthooVNQ1OblnOa1P8IIoGgPjG+pZnxLRtm1bSTgS+k4FJTIAbKfAo9knVc2txMqzgfzeO0DGtsYNbe2JN/m07mkuYm4vUy8XqJsVkm5mTHruZR5lfYVuLn8x0uSn0KwxsbOK+pEVkIdxw3Zb7YGgFlPoWdpQE+2+Gk2KswOMPAhU2NaEQlPIFAcIYwtLGBHFeQ3WUBuibp6ZkiUnJPBe6AwrRdLv7M95Fp1XJlazPp5vD8TydLdKsuQAksy/PyXcWCztgsE32Fw01wCqj3jhuDwcDVV1+tum/JkiXs3LmT8847j+TkZJo2bUrLli1p1KgRy5cvx+l0RlSWcjqdLF++nGbNmlVWlAIYMGAA33zzDcuWLWPAgAER15g3bx4A/fv3Pwnfru7QyhKDMwz8lhM9URmYrmf49/lsLjlS++HV9eXMODdZtfMSCASCk41ZK9MvTa9anrN/mp4h3+ezvbRqn+XgpnYWZu6N1rJJNcq8sq6c2fuP9H+vb3Dw9x6xIymDIYV+3x0iWOFr+GCrkwuaGvl4aKJwJhwnwxobkAA1941ehr7f5VVWOPxgq5MRjQ18dk4SOnG/BQLBac7GIj+jfyqgyHs4MtTFm5sc/HheMikmEdVRV5R4Q1wwO5+NxVXshw3lfDsymR4p6nOep/4s5eV1R9Kw/7fJyf1dbDxegw0hEJwM6n2qlMlk4vXXX1f917t3bwDuvfdeXn/9dbp06YIkSVx99dU4HI6oqlIvvvgiDoeDa6+9NmL74b+feeYZfL4jk4Q5c+awaNEihg0bRtOmNUnwnh483SueBEOkAdzUqsGilSOcNgClPoVHVqinmwkEAkFd8GzveOL0kX1WC5sGSSLCaQNQ5A2xNM/LwGolO7USjGthjnDaQFgv5z/ry7m1vYXq3NbBwivryiudNof5YZ+HWftE9Y/jJcum5b6utqjtN7Q18/pGR6XT5jBzsr18EyNdTiAQCE4nHl1RWsVpE2Z7aYCX15WfohY1TN7Y4Ihw2kA44vOh5SWqx28v9Uc4bQ7z8rpydpRGF0kQCE4m9T7i5niYNGkSP/74I5MnT2bdunV07dqVtWvXMn/+fM466yxuu+22iOMHDRrENddcw8cff8zgwYMZOXIkubm5fPvttyQkJPDCCy+com9Su3RK1LFsbBofb3OyqzxI50QdV7Qyc/6P+arHL83zUeoLCYFOgUBwSuierGfZ2DSmbneypzxItyQdl7cyM/T7Q6rH/57rY/+VjZi938NvOV6SjDJXtjbz6vpoowug2KtwfjMT5zU18d2esAbY2Kxwuttbm5yq5/y838OYLCHafrw8flYcQzIMfLvbTTCkcFGWCatO4oOt6hpsvxzwcFkrkYIoEAhOX7xBhYUH1VNzf9nv4fk+ddygBszPB9QXX/7I91PkCZJYTYj4lwPqz02p2NcqXqS7CeqOM9JxY7FY+OGHH3j++ef5/vvv+f3330lLS+OOO+7goYcewqRSKWny5Ml06NCBKVOm8L///Q+LxcKFF17IE088QfPmNRUGPr1IM2t4oFtkaJ9Vp+6Y0ctgECHqAkEEwZDC1tIA8Xr5qETrlud5eXFtOWsK/WTZNPxfRysXNxcT0aMlw6LhoWp9lkUrA8GoY00aCZNWYmC6gU6JOtrGa9HIElZd7H5MUhR+PuBlToVxZtHKjGwSO3e9ps8S/DUOf4g5+z38csBDKAQGjcTFzWM7wsT9FggEpzsaCYwaCXf1ME7AEsMGF5wcYo0pOhny3EEeXVHK/Bwv8XqZq1qbia9hDBLjk6CukUpKSmKrBQoaBB9ucXLP0pKo7RNbmnh7UGLdN0ggqKf8uM/Ng8tKOeAMOw2GZRh46+wE0szqDpw/832cPzsfbzUfwxsD7VzVOjpFR3B0/G+Tg4eXR6dyTmhhosQXYs4BLwrQ2Kzh2T7xZFo0DJ+VH6Wt0i5eg00vszI/Mty5V4qOMl+IraWRD04C5o9OobvQ/jpuLpydz6LcSN2irkk6UGBtUXTY+ezzRdUVgUBw+jNpcTFTtkVHFj7XO57bOooqrnXF1G1O7qxWlh1gdFMjfxb4yHFFprNd3tLE93s9OKoVS7BqJTZMSMduEI43Qd0hfm0Crmtr5uZ2FjRVHMeDGhn4dx/7KWuTIBJFUfhut5tr5hdy9fxCpu1yEVKEz7Uu2Vbi59pfiyqdNgDzc7xc91tRzHMmry+PctoAvLCmHEU8v+Pmb+0tXNvGTNWAwGEZBrJdQX6pcNoAZLuC3PhbEXqNxIt94zFrj5zQKk7LbR2tUU4bgJX5fm7vaKVV3JGgVLM2/BnCaXP8LM71RjltANYW+rmmjZl29iP326SReKZ3vHDaCASCM4KnesUzvPGR/kyW4Jo2Zm7pIBZx6pKrWpu5pX3knGdAup6Oiboopw3AV7vc/Ke/nWTjkSlzslFm6rBE4bQR1DlnZKqU4NiQJIkX+9mZ1NnK2kI/TW1aOieKnM36xD1LSvioykrN93s9zDngERFRdcjH21xR4qkQ1oLaXOynfYKObGeQfY4A7ew6EgwyG1UiCAD2OYI4Ago2EWZ7XMiSxKsDErivq431hX6ax2nRy9BzerT2TUCBj7c5eaGvndHNTHyxw0maWcPElmbe2KCufQNhscKVl6RWan31TzcIva8TZFNxbCHHQm+IpWNTmbbLRY4zyMSWFtKPIhVRIBAITgfi9DLfjExmU7Gf3WUBOifpaGoV07C6RpIk/t3Xzl2dbawt9NHEoqFLkp6/LVRfhAsqYUfNxgnpLM4Np1QPTDeg1wj7TVD3iB5DUEkTq5YmYhCpd2wo8kc4bQ7z5U43t7T3cVaM8oWC2uWQRyV0poIDjiD/WVfOtN1uQgoYNXBbByut47XsKo8+L8MsY9GKQf9EaWrVVhq+S3LVBQQBDrlDTNvl4uHlpRR4wt6397c4uaZNbK2hVvFaJEmif7qI+KgtWsfHHl+SjTLnzy6oLP8+eYODZ3rFc4VIKRQIBGcQHRJ0dEgQi6OnmsYWDY0tR/TVWsepj0+yBC3itBg0EsMaG+uqeQKBKmL5UCCo5/weoxIBELNKgaD2GRhjAm/RSsze7+arXWGnDYAnCP9Z76C1XYfaosydnWzIknDc1CZdknTExYhgahmn4ZaFxZVOGwinQ72/xUWHhGhjrWOClpFNhIFW2wxuZKB7cvSEpXW8li93uiudNhCu+HXH4hJWF0SnVgkEAoFAUJtc08ZCokrq0yXNTTSziUVtQf1AOG4EgnpOiin2a5pcwz5B7TKhhZkeKpPOh7rZ+HqXW/WcJblevjgnibOSdcgSNLdpeKWfXQgRngSsOpnHz4qL2t4lUUeZT0GlmAdrCv081zueK1qZMWslzFqJK1qZmTEqGY2oqFfrSJLENyOSuLq1GYtWwqSRmNDSxKv97Sw/FO2gCSkwVSXaUCAQCASC2iTNrOGH85I5N9OIVoIkg8ykTlb+OzDhVDdNIKhEVJUSCOo57oBC12m5HHJHCqwkGCTWjU/HJkpJ1hlOf4gp21zMy/ZgrygV2S/NQPrUHNXjs2wa1oxLr+NWNmwW5HiZut1JsTfEkAwD17W1cP/SEr7cqe5cm3FuEoMzRHTNqWRZnpdRPxao7hubZeKjoULLSyAQCAQnF0VRWHDQy7zscDnwCS1NQodIUK8Qv0aBoJ5j0kpMG5HErQuL2VQSAKBtvJa3zk4QTps6xqKTub2jldurRcz0TdWzTCViYGiG0EepawZnGBhc7b4PzTCqOm7idBI9hEbUKadrkp4Eg0SxN3odSbxDAoFAIDjZhBSFvy0sZlqVCOoX1pTx/pBERjcz1XCmQFB3iIgbgeA0YmuJn5AC7YWwXb1i5SEfF/9cgCNwpDttbNbw8wXJQvC7HuALKlzyS0FEKWoJeLmfnRvaCfHb+sAn253cuaiEqgZJn1Q9M85NxiiEvAUCgUBwEpm1181V86MrSx2uKGUQVaQE9QDhuBEIBIJaYE95gA+3ONldHqBrkp7r2ppJMopyxvUFb1Dhq50u5mV7seslrmhtpneqiOaoT6zK91WkuSkMzTAwsaVZOG0EAoFAcNL5v0XFfLpdXVPt+1HJnN1I2AuCU49YChYI6hlOf4h8T4gMswa98PCfNmTZtPyzV/ypboYgBgaNxNVtLFzdRkTY1FfWFflZU+in2BvCrpcY3tggItYEAsEZw5wDHt7Y4KhY4NFxXxcb3ZJFum59wFiDvW0SCwiCeoKIuBEI6gnBkMI//ijjw61OnAGFFKPM/V1t3NJBVCASCARnNk/+Ucrk9Y6IbY3NGhaOSRGRawKB4LTn290ubvitOCId1KSRmH1+snDe1AOW53k5V0Ukv1WclpWXpCJJwnkjOPUIZVOBoJ7w3Jpy3tjowFmhk5LvCfHQ8lK+261eDUcgEAjOBIo8Qd7a5Ijanu0KMkWUAxcIBGcAz64up/pKuTuo8Mq68lPSHkEkfdIMPNUzDn2VmXETi4YPhyYKp42g3iBikAWCekBIUXh/S/TEBeDtzQ7GNg8r2m8v9aMo0MYuxIkFAsGZwZaSAN6g+r61hdHV2gT1j0BIYUtJALteEultAkE1XIEQ20sDqvvWFPrruDWCWNzZ2cbEVmYWHvRi18sMyTCglYXTRlB/EKOrQFAP8AQV1VK4AAddQdYX+bnt92I2FIUH+PZ2LW+enUB3EV4rEAhOc5paNcgShFS6wCzhBKj3zNjj5pHlJeS4QkC4hPvbgxJINYkUN4EAwilRjcwyByvekao0t4k+rj6RatIwroX5VDdDIFBFpEoJBPUAs1amc6J6FE3PFD3jfimodNoAbC4JMO6XQhz+aCNAIBAITieaWLVcWhFVWBWrVuJ6Ua69TinxhnhlXTnjfyngjkXF/Jlfc8TTpmI/N/5WVOm0Afg1x8v1v0WX1RUIGiqSJPF/HaP1CiXgzk5Cx1AgEBwdwnEjENQT/tEjDl21N9Kul+iWpCPPHe2gKfSGmLFH6N8IBILTn9cHJHBrBws2XTgsvV+anm/PTSZLrEbXGcXeEOfMyudff5YxJ9vLJ9tdjPghn+m7YusMfbzNSUAlUmpxro+tJSIFRCA4zB2dbDzdK45G5rCh1yZeywdDEjinifEUt6xhMXOPm0EzDpH8UTb9v83j651H+retJX4un1tI2sfZtP78IP/6sxRvUNTwEdQfRFUpgaAesbrAx1ubHOwpC9I1Wcf/dbQye5+HR1aUqh7/ZI847u5iq+NWCgT1E39I4Ye9HjYW+2kTr+WiLBOGKiU+Vx7yMS/bQ5xeZlwLk0jlqEM2FPmZvc+NQSNxcXMTmTFSoIIhBX8IjBXlV/NcQabtdlPuCzGiiZEeKUfSQz0BhRl73ewoDdApUccFTY1Cj+AEeH51Gc+viRZKbWzWsG58GpIEP+/3sKrATzObhouzTNy1uIRvYgjozzovmYHphpPdbIHgtEJRFDxBUWL6VPDjPjdXziuKEol+d1ACgzMM9Pv2EIXeyIXSCS1MvDM4se4aKRDUgHDcCAT1nPVFfs6ecUh137wLUyImMgJBQ6XQE2T0TwVsKj4iANkqTsv35yWTbpKZtKSEj6tUKDJpJKYOSxSrnXXA03+W8VKVyilaCd48O4EJLY/oCARCCgqgq+J4+Wm/m+t+LcJTRbj4hrYWXulv54AjwOifCthdfmRn50QdM0clk2AQwcTHw4Wz81mUq54atWB0Cg8tL2XZoSP7M8wy17ax8JyKs8emk9g8MR1r9TBSgUAgOEWMnJXPCpX0zw52LZe0MPP0qrKofbIEa8al0VTorQnqAWJEFQjqOZ0TdVzdOloobUILk3DaCAQVPLu6PMJpA7CjLMA//ijllwPeCKcNhMuw/t+iYvxqiriCWmNNgS/CaQMQUODuJSWUeEMccge58bciGk3NIf3jHK6cV8g+RwBvUOH/fi+JcNoAfLDVyfxsD3//oyzCaQNhJ/fzLg3loQAAnL9JREFUq6MNb8HRkWJUj0DTSPDNbleE0wYgxxVicZ6Ps5Kj9dkePytOOG0EAkG9Ylupevrm9rJAzH0hBXbGqAgmENQ1wn0oEJwGvDbAzpAMA9/udhMCxmaZGNciWsxTIGiozNqrnq7xw14P+hjpM3nuEMsP+UQ6x0lk1l6P6nZXQGHuATf/We9gYxWH2w/7PGwo8vNi3/iokPXDfL/XHfN5z9rr4d99T7zdDZHr21n4VkU37aJmJubnqEfi/H7Qy5aJaUzf7WF+tocEg8xVbSwMaiTeKYFAUL/okKBjSV50X9berqNjgg6I7v80ErSxqxcPEQjqGuG4EQhOAyRJ4tIWZi4VJQrrLYtzvfx3o4M9ZQG6JOmY1NlG+wQx2NcVWkndOaORiRL9ropOyAycVDQ13PstJYEIp81h9jqCquHsh9HKElpZwqcSLaUVQR7HzaBGBl4bYOeff5RR6A0hS3BhUyOvDrAz5ucC1XNkCaw6mds6WrlNpWqOQCA4grATao9ASOHdzU6+2e3CH4LRzUzc3tGCuWIQmHvAw9ubHGQ7g/RO1TOps437u9oYN6eQqkOHBDzQzcaAND3/2+SIKtl+ZWszyUaZ19aX812FY3tslolbOlgrNfR+2OvmvS1O8txB+qcZmNTZGlPHTSA4EcSvSiAQCE6QH/a6ufrXokpjYFNJgFl7Pfx0QQqdYpR5F9Qul7Yw8doGR9T2cc3NXNLCxIdboyvjNLNq6JUq0g1PJpc0N/HCmvIoMch4vUSiMbaXRStJNLFoOOAMRu0b19yEJ6AwdXv0MxWRiCfGNW0sTGxpZmuJn1SThnRzOH3qkuYmVhdEpxKcl2nEIlKiBIK/RNgJtctNC4orHSkAawv9zM/2MOu8ZD7f4eL/FpVU7ttUEmDmXg/zR6cwbUQSL60tZ3OJn9ZxOu7pYuW8puFxY/b5KTy7uox5B7zE6yWuamPhrk5WLptbyNxsb+XnrSrw8/tBL1+PTOadTQ4eXH6kgMim4gDf73Xz20WpNDKLAgiC2kWIEwsEAsEJ0v/bPDaVREcOXNLcxAdDRDWCusDpD3H5vCIWHjxiXPVJ1fPlOUnYDTLPrS7jxbXllUZzilHmi3OShE5ULRMMKfywz8PcbA82nczlrcwszfPy6IpS/BULmXE6iY+GJmLVSYz8QT2S44tzEkk0yFw+t6gyZUojwcPdbDzQLY5ib4jxcwr4I/+IM2FYhoFPhyeJai0nAX9I4aYFRczYcyT1rUOClukjkyudOwKBIDbCTqg91hb6GDwzX3XfF8MTuW9pKdmuaKf/Te0svNTPfkzXWpzr5YLZ6uPUjHOTuP63YopU0nrv7mzlyZ7xx3QtgeCvEBE3gkp8QYX9jiCpZhmbWEGrl+Q4g4QUhSYiBLPe4A4oqsYYwB81pHsIaheLTmbmqGSW53nZXBKgdbyWAVW0ax7pHseVrc38luMlXi9zbhNjZclpQe0QUhSu+bWIH/Ydmdy/tcnBq/3tbBifzpxsDwZZonOSjjidTIZFwzmNDRErmQC9UnSMbGJEliQ2TEjn5/0eyvwh+qTq0UoS7oBCgkFm7oWp/H7Qy86yAB0TdCJ66iSikyWmDE1iTYGPNYV+mlo1DMkwIMdIURTUPa5AiMnrHXy7242iwJgsI/d0sQmR6HqAsBNql1X56kLCAAsOelWdNnDkXrsDCjnOII0scmVq1WEURWGvI4hVJ5Fs1LCqhuczN9ur6rQB+FM8V8FJQMz+BAC8t9nB82vKKfCEMGkkrmpj5tne8RGlWQWnjm0lfu5cXMLyiqoePZJ1vD4wgQ4iN/qUY9SEozfyPdGDd1OrWImua/qkGeiTpi6M2tSq5Zo2Ytg7WfywzxPhtIFwRY5HV5RycXMTXZP03LW4uDLlpl+anpf72umd6mb6bjf+kEJ7u46BjQzsLQ/SPE6LSSsxJsvI06vKeHR5KY6AQrxe4q5ONu7rauPsRgbOFkK4dUa3ZD3dkoWDrD5y+dwiFlSJOHx5nYPFuT5mn5+MJBxspxRhJ9QumTXcs9bxWqxaCUcgOqGkqVXDS2vLeX1DOaU+BZtO4pb2Vh47y4YkSczP9vDAshJ2lgWRJRiVaeS8JsaY12pv16KXwafiuxEaN4KTgXDDC5i11839y0opqBhQ3MGw4Ne//hRlVesD3qDCJb8UVjptAP4s8HPxzwW4AuqefkHdIUkSt3ZQF+W8LcZ2geBMZO4B9QpS5X6FX7O9XPJzQYROytI8H5fNK+SeLjb+d3YCDr/CrH0eHl5eylnf5PH3lWHdgNc2OHh5naPSEC/1KTy1qowpW50n/0sJBKcBi3K9EU6bwyw75GN+TvR2Qd0i7ITaZVhjA+3s0Y6RRmaZiS3NXNvWErVPlsKOm6dXlVHqC48l5X6Fl9aV88YGB7vKAlw+r5CdZeFonZACP+7z8OUuF81UHEVZNg3jWpi5vFV00RCtBH9rH90GgeBEEY4bAe9uVjd+p2x14lep2iGoW2bv86gKdOa5Q8zcoz5REtQt93ax8mh3G4mGcJeaadXwxkA7FzQTQqmChkNNKbarC3yqq837HEF+2ufm5oXF5LmP7FcIO2zmHvDEHKPe2RwtRi0QNETWFcZOHalpn6DuEHZC7SFLEtNHJnNeppHDiQGDGxmYcW4yFp3MP3vGMamTlbiKspEt4zR8OCSR+dnqTsx3tjj5eJsTr0qG1aJcH6/0tzOisQGJcBWqEY0NfHduMnqNxAt97dzS3oK1IvW6nV3LJ8MTRWSi4KQg4rgE5MbIBS3zKzj9CnaDCLE9leTEeD4Q+9kJTpw8V5CZe934Q3BBUyPNbLG7S0mSuKeLjZZxWraW+OmbpmdoRuzwWoHgTOSyVmbe3OSgur+/dby2Rj2hP/L9bC9V13+YtsvFwRj9XK5LRBwKGiabi/3MzfYQp5MZk2WiRVzs1JEWccLUrw9IksSD3eK4p4uNUl+IRIMsNKJOgAyLhs/PSaLcHyKkQLz+yMKBVpb4Z694HjsrjjJ/iCSDjCRJ3L2kWPWzcl3BGm1tjQRfj0ymrCInKq7KtQwaiX/3tfOvXvE4/CGSjCL1TXDyEL25gL5peraqGM3t7VrsBhGUdarpnxbba9+3hn2C42faLhe3/15cmbf8+MpSnu4Vz+0d1UOas51BxvxUwI6yI+/RgHQ9X52TJErlChoMnRJ1vDbAzqPLSynzh703reO1fDIssSKaplz1vI41lMINKuHqYEvyooUeRf8naIg8sbKU1zcciTZ7bEUpHw9LoL1dy+ZqArgt4zSc31QsItQndHJY9FZQO9QU6anXSCRrjtzrPqkGftofHaneN1VPv1QDX+10R+0zaSS6JYXHmqoOm+oYNBIGjXiugpOLmFEIuKeLjWRj5E9BK8E/esadohYJqtItWc+4FtGhtBc2NdI3hgir4Pgp8gS5Y1FxhNhcSAkbxztjRAU8vLwkwmkDsDjXx6sbRCqHoGFxVWsLmyam883IJH4+P5kVF6fS1q5jUCMDozKjJ5ATW5q4tLmJJhZ1g/fCZib+3iOO6vMcm07i4e5ijBI0LBbkeCOcNgCOgMJtv5fw9cgkLm1uQieHbbixWSZmjkoRRSYEggoe6W6rTGk6jEkj8fhZcUxsZaKLyiLCfV1tYhFbUG+QSkpKhIiJgP2OAG9udLCm0E+mVcMt7a30SBGrmfWFYEjh0x0uvt3tJqSEDbKr25jRCoOs1vlsu5PbF5Wo7vt7jzju7WKL2OYLKjSamkNQpSdtE69lxSVpJ6GVAsHphz+k8PE2JzP3eNBIcHFzE1e2NiNLEgsPerlibmFEJZDLWpp46+wEJEliU7GftzY62FEWoL1dx+0dLbSKF1X1BA2L+5aW8P4Wdc2nmaOSGdTIQDCkoICwDwQCFbaX+nlro5PNJX5axWm5raO1skJrmS/Ee1uczD3gIV4vc1Vrs9AgEtQrhOPmDCTXFeS/Gx0sy/OSZtJwc3sLgyv0NvwhhY+2OpmxJxwOeHFzE9e2sYgBXiCo4PMdLm77XT0P+h894mifoOWjrS6KPCEGNTJwc3szHb/KQ6XyJG3jtXw5Iok3NjhYU+gjy6bl1g5WegqnqKCBEgwpTN3u4ptdLoIKXJRl4oa2FvQaiSJPkG92uynyhhiaYaB3qogoFPw/e3cdHsW5PXD8u5K1uAsEC+5a3N1arNBSL3WXX2+9pXYr1N1vW9oCbbHiFCjuDsVdA3Fbycr8/ghZsuwkhRai5/M8fe5lZjeZ3cnMvHPmvOeIokoK3MzoF8mhHDfTD1vxANfUNHNbw0DJuBFCiEpCAjeVzFmbm16zUny6EGmAj7qEcWO9QG5YnMacY77zO6+pZeL7npGlvKVClE8ZDg+NpyRjuyCFRgM82jyId7f7pqnXDdFTP0zP3GP+86bvahTIr4esZDjO/yy9Bn7qHUl/lWkjQlR2dy5L59dDvnUE+lU38kvfqDLaIiEqjhWnHQydn+q3PM6spX2sgZkXdJocmGhiUh8Z3wkhRGUgk/Yqmc935fq1jlaAVzdlszLZ7he0AZh5xM6mFP/Cj0JUReFGLZ92DcNYpKaGTgMvtw3ha5W2xAeyXTQJ09Mg1LfWe7d4IxkOj0/QBsClwEubsq7ItgtRnm1Py/cL2gAsPOFg+Wn1Nq1CiPO6xht5pFkQRXNoQgI0PNEy2C9oAzDvuJ3VyXJsCSFEZSBdpSqZtSqdNwCSbR4WqFRS977vbP7f1rRJtbsxaDUlVlUXojIYXttC13gjvxyw4nArXJtk4bTVQ7YzW/X1uzJdrBoWw+yjNnZnuugca6BbgonWvyWrvz7DRY7TU2I3BCEqm3Vni39AsO6Mg27xRnKdHqwuhRizdOcQQs34tqHcUM/CohMOQgwahtY08+N+a7GvX382n05xMu2wNCiKwhmbh1CDFrP+n01Rm33Uxle78zhjc9M+xsCjzYOpFSy3a0IICdxUOtWK6cxh0ELdkOILOSZYtOzLdLI51UnNYB0di3Qr2pSSzxNrM9mc6kSvgcE1TbzbMYxIaWcoKqkTuS4eW5PJHyccKMAfJx38p2UwGgoy2C4Ub9Hy1rYcvtiVS1a+QjWLjidbBZMQqONQjtvv9WEGDRad1B0QVUuCpfhrRrhRy70rMph6yEq+BxqH63n9qlBvfTYhxHn1QgOoV6Q4d3FjP4D4EtaJy2fGYRvjN2VxJMdNoF7DzfUtvNwu9JJqDH29O5f/W3s+I3dPpou5x+z8OTSa6kFyyyZEVSePeyuZOxoGonaNuDbJwugkCwkW/11ezaJl7jE7V00/yz0rMhg4N5Ves86Sandzxupm+MJUNqc6gYJpHjOP2LlhcfqV/ihClAmPojByYRoLzwVtAFafyefu5Rn0q+7/1DJAW1D/5q2tOWTlF7zjpNXNQ6syaR2lnsU2rmEgOikYKaqYfokmagX730TGmLUsOmln0oGCoA0UZKWNWZTGgSxnKW+lEBXPwEQTiUH+x1acWcvV0hXnilud7OD2ZekcOfegJs+l8NmuPJ5bf/HTovPdCm9szfFbnmL38Nku9YLUQoiqRQI3lUz7WCNfdwv3XsCNOri5voW3O4Rh1muY3j+KjrHnbyY7xRq4vq7Fr+7A5lQn/1mbxc8HrGTn++cYrD2bz9ZUqYsjKp/FJx3szXL5LT9j89Cnuolr65gpzIBOCtExsWcE01VqCwBsSs3nnY6hxJgLTrVBeg0PNg3i6VYhV2z7hSivArQapveLokvc+WvQVdEGPusSzoLj/nU47G74397ip4AIIQoYdBpm9IuiU5HxXYcYAzMGRP3jKTvi4n2xOxePSjruxP1W8pyei/oZx3JdpNrVX7tZxttCCGSqVKU0oo6FYbXNHM91E27U+tSkaRAWwLxB0SRb3WiAWIuO3rPOqv6cWUdtBAcUf8E/nuempTQCERXA+rMOtqc5qR2ip2eCEa3m/N/18VwXi086sOg1DKph4kSu/9SmQql2Dx91DqdHgpFTVjfX1DSTGKQvdrB1ItfNuIZBNAkPYPlpB43D9QyqYfb5/WrO2tzMP25Hp4FBNcyEGyXGLiqH2iF6JvaKZPKBPFwKXJdk4UC2S3UKIsCJPP8gqig7m1Py2ZyaT40gPb2rGSVzsBxJCtUzd1A0Z21uPApEGLXMP25nVbKDTrFGGoX7TpcvvC7WCdHT44Lrorg0xY0brC6FNIeHwGLq2e1Md7L2jIN4i44OsQZMuoKA9YVqqGRTCSGqHgncVFJajYaaJRQziytSa8DuVh8yOz3QItIA+D/x1GmgVWTxNXOEKA/sLoUbl6Sx6OT5p/lNIwKY3i+SaLOO97bn8OrmbAoPgRCDhlfahhb78yKNGlr8lswZW0Gg5rXNOdzTOJDG4Xp2ZfjfYLaKCmDMojSfwuCNw3KY1j/K5xgs6od9efzfmkzvlBGzLovPu4VzTS1JdxcV38wjNu5ZnoHt3EH3yqZsXmkXgkWvweryvxa1LWa6oShd+W6FW5emM7dIZ8qGYXqm9YsiQWqolCsxZh17M530mZ3i02X05voWPugUht0NNy5JY3Ex10Vx6dpGG9iU6j+tM8GiVa3t5VEU7l2RwZSD57PdawbpuLqmmV8uyIDXa+DuRkGXf6OFEBWOPMYVDKyhfkPYNc7ADfUsNI/wD9Dc0TBQCqWJcu+DnTk+QRsoeML1zPostqTm89Km80EbgOx8hVc3ZzNCJUjSJc7AN3vyvEGbQp/vymNQookLaw0HB2iIs+j8urntynTx5LpM1e09luvi0dXngzYANrfCPcszyHBcXLq1EOVVhsPjE7QByPfAM+uzub2Bxe/1dYJ13FQ/sDQ3URTji125PkEbKCic+sTazLLZIEG+W+G/W7Jp+ksytX46xZ3L0jmSU/AA4d4VGT5BG4Af9lmZetjGBztyfII2UHBdfPYS6rEIXw80DSLa5H9LNaK2maHzU6nx4yl6/H6W6YcLHoT+uN/qE7QBOJrr5kSemweaBHmz3RuG6fmxdwSt/6brqxCiapA7b8FDTYNYfNLOliJPC6JNWt7qEIZRp2HWwCg+/SuXhSfsBOo1XFfXwg11/QfZQpQ30y54clVo5hGb6iALCgoBjkky0zHOwNRDNpwehaE1zXSNN9J7dorqe47muplz7jg5nOOmRWQADzUN4ral6kW85xy1Y3cpmC6oPTDziA21BDibW2HuMRs31JObWFFxzTlm8wnaFHIrBVmg/+sRzvf7rGQ4PPRMMHJ/kyDCZJpguTD1sPq5dP5xO3nO4qeCiCvn/pUZPvUJfz1kY3VyPpP6RHgbSlxo6iEbB7PVpx/OOGLjs66KTH/7BxKD9CwaEs3HO3NZdzafhEAdHWIMvFIko3drmpPblmbg9BTsBzWrz+TzbY8IXmgTQp5LkWnSQggfErip4vZkOvlyVx5Beg39qxuJs+hoGhHAtXUs3gFzqEHL061CpKCqqHCKmQWIWyl+HYCHgvoA4UYtLo9ChElLSUNZlwdCDFoijFqy8hUijFoCA7SqxQoLf36208MXu60sPeUg3KjllvqWYl9f0mcRFyfP6eF/e/NYfNJBqEHLTfUt9K4mraZL09/9fUcYC44hDQXtwS8MbIrSsSfTyRe7cjmU7aZZRAB3Nw4s9vzjUQrOZ6J0Hc528ZvKzf9Jq5uZR9SDAgBuRcGtqO9Mj0KxtabE36sZrGdCxzDvv4ctSFU9bt7ZlkO0ufiAjFspKDZtuDCNVwhR5Ungpgpbc8bBiAVpPk9AI4xaHmgqTzlF5TC0pon3duT6LR+YaGJYbTNf7PZvsRlq0DD/uJ3v952v7fTHSQcDE43UDtZxOMe/cmC9UD09Z53FcW7VstMOfj5gZXhtM7sz/Z9u9kwwMnJhGjvSzz8VnXbYxhMtgtDgP3g2aGFAogQZ/im7S+Hq+ak+NQhmHLHxctsQHmoWXIZbVrUMSDQRoC2on1aUBsh1erhmQZp32Z+nHPx2yMb8QVGSzVGKVic7GLEw1VsgtfBcdm0ds8/5qlCvakaCZf+Uuj2ZzmKDLGdtnmLrrg2taeZgtov31a6LNUzoJdvmstmdoZ71tDfLxe0NQ1mZ7N8pqk1UANWkZpQQohhyta3Cxm/M9ktbT3d4mLA1p4y2SIjL69HmwbSL9q3RVCtYx3/bh9Ix1siDTX0L/hl18FyrEJ+gTaF5xx3c3TiIEIPvwHZMkpmFJ2zeoE2hVLuHTIeHDjG+c9MTg3S0iTKo3gR9sSuP51oH+2T36DTwdscwYqRo5D/2yyGrauHIN7bmkJUv+QKlJcas452OYT71oDTAc62D+WKXfxB1R7qTn/ZLO/DSNH5jtl9Xm3SHhxS726fVNED1QB0TOoSV3sYJrwZhAcVmgTYI0/NJl3DCjb6vGFrTxNi6Fh5rHkxbteviVcUX5heXrkGYegOPuiF6bmsQSL/qRp/l0SYtH3QOL41NE0JUUJJxU0W5PArrzvpH+wFWqTwFcHoUHG6FIHmyJiqQEIOWBYOjWXjCzrY0J3WC9Vxdy4zx3J3jK+1CGZNkYcFxO4EBGkbUNvsV4Cwqw+Fh+6g4fj1k5YzVTb9EE80iDMRPPKX6+vVn89kyKpZFJxysO+ugXqieYbUs3L1CvfZNtlOhc5yRjSMszDpqQ6eFa2qZqSGFwP+VVckO1eVWl8KW1Hx6JEg2U2m5uX4gPRKMzDxcUM9paE0zZ+1uXtms/sBg1RkHdzWWjiqlwelRWJ+iPi5Yf9bJjmtjWXTSwdozDuqeO5eZZTpbmagTomdYLTPTL5gWFWfWMrK2hXCjlm2j4ph+2MYZm5vOcUY6xxUECkIMGhaWcF0Ul8ejzYJYmezwmyL6SLNAHB6FX/pGsexUwdgg3qJjeG2zjLGFuAhOj0K+W6mS2bhyN1BF6bUaIo1a0lQ61cRYzh8INpfCCxuy+PmAlTyXQrvoAF5pF0qHWKPf+4Qoj7QaDQMSzQxIVO+e1jQigKZFOqfFlDD3PNyg5b9bsvl5v5Vcl8Kfpxy81DaEUIOGrHz/xPVYs44Zh238d0sOB7JdRJu0nLJ6iDEVnz0TY9ZRJ0TPI81lCs8/oSgKa87kk+Hw0DHWQIRJR2wJ2UqSyVT6agTpefAip6jJ/ik9AVoNEUYt6WrjArOW34/aeW1zNvuyXESZtJzIdfN/LYLRaOSGvyx83i2c2iE6ft5vJcep0DXeiMPloemvyQD0q27izQ6hqoH/v7suin+vZzUTk3tHMmFbNjvSndQJ1tEo3MDLm3N4YFUWSSE6nmoZwn9aSv1IIS6G1eXhhQ3ZTKrC96SazMxMqUVWiRzOdjHpoJXMc105+iea0J4bVGXne5hy0MreTBeNwvUcy3Xzgco85486h3lbsI5bmu7XTSJQr2HlNTHUDlGP+52xuvn5gJVTeW7axRgYVsssRdZEheH0KLSZeoZjub7zBcIMGnommPyecFr0GkbXMfOdyvSqh5oG8dHOXL9aBPc0CuTrPXm4LljRM8HI9P5Rl+NjVEkHs1yMXZzG3qyC2g4mHTzXOoT+iSY6zzjLhbOiOsYamDcougy2VFxo+IJU/jzlmxml18Cyq2NoEqE+5UBcfq9tzmbCNv/spwebBvLxzjy/c9mzrYJ5Qm48y5zbo9Bxxln2ZfnWtakVrGP98FgZg5UDH+7I4YWN2X7Lf+kTST+pYSfE37p9aTrTVO5JVw2LoVZw1chFqXo5RpXYzCM2rpp+hre25vDl7jyuX5zOjUvScXsUjua46DTjLE+szeLrPXk8viaLaYds3FDXTOHD/2A9PNgkkGvrFLT6PpHr8rtJBchzKfxvr389AoANZ/NpN+0ML23K5qs9edy1PIMBc1PIubAapSjWaaubXPm+ykyAVsPUfpE+NQAahen5sls4vx/1Px6sLgWjHu5oGIjx3LEUYtDwYpsQdqarF5CcetjG193DqX6uCKEG6J9o4uvulz6/Pd+tcCrPjbOklj1VxK1L071BGwC7G57bkE2q3cMPvSKoEXT+++5dzcj3PSPKaEvFhb7uHk7/RJO3bkf1QB3f9oiQoE0pe7JlMHc1CvSOC0ICNDzXOoR9mS7Vc9nnu/JwybmnzC04YfcL2gAcyXEz51jxXaZE6VAUhU/+8n9QCvBxMcuFEOedyHUxo5h70m/3qN+TVkZVIzxVBTjcCo+vyfTr1jH3mJ3fj9qYfdTOiTzfDILjeW7cCuwZE8+Xu3P53948Pvorj+/2WQsKpyUai23feiTHf4AA8PiaTLKdvm/anFrQcvzxFjL1oySLTth5dn0We7NcGLQwso6FtzqEejt25Dg9LDphR1Ggd3UToQaJu14p9UIDWDQkhiM5LlwehbqhAWw4m19sS9zjuR5+7h1Jv0Qj21Od9Eww0SbGwMR96heTFLuH3tVNDK1pZn+2izCDljjLpU8JeWdbDh//lUOGQyHapOXhZkE80LRqHmc7052qBZ8BJh2w8mHncJpFBPDLQSsxZh2jkywESAeVciPSpGNKn0iSrW4y8z3UC9Gjk/1T6vRaDW91COOZViGcsrqpGaQjMEBL+2nqRaLTHB5ynIpfIVxRuo6odDu8mHWidNjcCmds6g/kihtPCyHOO5brLvae9Ghu1TmGJHBTSWxKySfVrn5RmHfczoLj6gVX5x+3M7x2Pv/dcj41Osep8OHOXNyKgkmHX4cJgFZRBr9lp61uthdz4zT/uE0CNyXYk+lk7OI071SOfE/BzWae08MPvSKZe8zG3cszyDkXFAvUa/ikSzjDasv89JKk2d1M3GdlV6aThmEB3FTPQvS5mhlOj8KMwzaWnHIQZtAwtl4gzc493fcoCrOP2llwwo5Fr2FMkoX6YXoseg3WC+c3AQ1D9fSdfZYNKQV//69uyWFYLTPNIwM4pDJorhuiJzhAy8LjdmYfs6HTwIjaFrrGX/w83c935fLK5vNp1yl2D89tyCbMqOXGeoGX9D1VBnklZKnlORXe257Da5uzvdPTXtuczaQ+kbSI9D+XibITZ9H9oyCmuLzCjFrCjOcfDrSICvDJZitUK1hHmEGCNmWtZWTxmWmtoiRrraxZ9FoahOpVjyHZP0L8vUbhAcXek7asQuM4eWRfSVhK6OwQqNdgCVBfH6jX8sUu9TTNH/dbuVelm0f1QB031jXz4Y4c2k87Q5MpyTyyKoNsh4fiHpBWxcrfl+LbPXl+9TcAZh+z81e6kzuWnQ/aQEFq4F3L0zlrkydpxTmc7aLzjLOM35TNLwdtvLwpm04zzrI/y4nTozD6jzTuXJ7BpANWPtuVR/ffzzL5gBVFUbhtaTo3/5nOT/utfLU7jz6zU/h5v9WvfTgUHA8Hc1zeoE2hGUdsxFl0BF5wbGqAZ1oF88iqDEYvSuOHfVb+t9fK0PmpvLbZf/57cT4v5rj9XKWtclXQKspAtEn9PJMUouOlTdk+NYVOWT3c9mc6iiLTPIT4O480CyZI9VwWIsWJy4FOcUZ6V/MP/HeJM9D9Eh4IiCvnmdYhfi3cLXoNj51rRDDloJVes87ScPJpbvkzjb+KeRAqRFUUbtRyfxP1Mfgt9S1lsEVlQ+6mK4mWUQYah6knUF2XZOG6JPU/6uvrWjiZp37zn5Wv8HCzYD7uEsZV0Qbqhui5s2EgCwdH89LmgiJre7NcnLS6+W6fldGL0uiVoD5AKO73iwIXTmMr5FFg2mGrapZHvqegrpFQ9+rmbJIvSE1OsXt4ZVM20w7b/AqhehR4en0mc47ZmXnEP0PtpU1Z3NM4iE+7hNE+xkBSiI5xDQOZOzCK+cVktC0/7WDB4GhG1jZTJ1hHrwQjv/WLpGawXrWY8Tvbczh6kWnTxR23J/OqTspoUQadhnc6hnFhjLhfdSMpxWQjHspxszFFBsdC/J3G4QEsHBLNqDoF57KeCUZ+6RvJaLm2lxs/9YrkudYhNAnX0zhMz9Otgvmlb6QE1sqJa2qZmdYvkt7VjNQJ1jGitpn5g6JoEWng079yuXt5BptTnSTbPMw8YmfA3BT2Z8n1SYhCz7cJVb0njSihU2tlI1OlKpH/9Yxg7OI0DmYX3NAVdlRpH2ukeaSBA9ku5h47f4N5dU0TT7QM5rTNrZq+WS9Uz8FsFxvO5hNt1jKyjpkb61lIc3j4+YD/TefRXDc317eQme/x3gzpNHBXo0CuqyuDu5JcFW3w2TeFggM0hBuLj6/aiyu68g+l2938b6+VTan5JAYWBCbqh1XMNN5FJ9WDKYtPOjAV02Ejw6EwReVvGwrSM1ecdjC2XiBji0xFyncrfrWlCjncCk0jAvimh28R3Le2qmfWeBT485SDWxv4nprz3QqTD1r544SdoAAt19e10DbawJoz+X4/o1101UkZvdDVtcysi4jl5wMFnfV6JBgZmGjiodWZxb7H7vIw84iN388FQa+pZWZoTZPc7FwBbo/C1MM25hyzYdRqGFXH4tNNZf1ZBxP3Wck4t+/G1rNg0Rec/07mufl2Ty67Mlw0DNNze8NAElXaHIsrp3F4AF93l4Le5ZVJr+H/WgTzfzItvUwtPWVn8oGCB279Ek2MKVJPrWawnoZhARh1GhqE6Ym36Mh3K7y73b+TW45T4ZOdubzf+dKbFghRWd1YL7BKlgMoJKOeSqRBWAAbRsSyKjmfDIeHLnEGbxTSrNfwc+9I5h+zsSfTRd/qRppEFNzgPdosiDlHbWTmnw8CaDUFrYn7zknxFoOac8zOpANWHmkWVELRYjeLhsSwMSWfk3lu2kQFUL2KDq5nH7Xx7vYc9mQW3Gg83jyYwTULatLszXTy6uZslp5yEGbUMrqOhdrBOg5fUA/l/1oEc00tMy9szPb7zjXA4BrF17jZl+nE6lJoFhHgU+Tzh315fPZXLsdy3bSOCuCpViF0jjOSbHXTb06KTxvs7/bl8UufSLonVLxWlaEGLVn5/lkpoQZNiYWdI83Frws1aEmzuzmU7aZOiI5Ikw6DTkPvBCN/nHT4vb7o/jmR6yLZ5qFRmJ6QEn5/6AX1IlwehWv/SGPZ6fM/f9IBK7c3sLApJd9nip1Fr+GpKt6at06Inuda+34HgxJN/LTfPyAXbdIy5ZCVH/efz1ybetjGrfUtMli+zAqnIP5+9HxA9ZdDNh5rHsQLbUL5YV8eD6/K9HYumn3MzuSDVmYNiOZorouBc1PIcBSsnXccvt2bx9yB0dJ1SghRbryzLcen9tzvR+3MOGxjSp9INqbkM3xhmjeDeu4xO9/tzePbHhHF1qjcmSEZN0KI8zSZmZkywb8KOJLj4o5l6d5MmHiLlrc7hHkDCYezXXy4M4fNqU5qBhVkWoxblqF6Mfm/5kG8vV29vsZLbUN4uJk87Zl11MZNS9J9lmmAH3tF0DraQJcZZ0lz+H631yWZibPoWHbaQaRRyy0NAhl6bv98vDOH5zb4Zmnc3SiQeIsOi17D8Npmb9Hdw9kuxi1LZ3Nqwb6uZtHxbqcw+iea+GJXLk+uy/L5OQYtzB8Uza+HCmq9XKhpRAArr4n5V99HWXhra7ZP0e1C/9cimCE1TPScleLX3rZFZAD/6xHBVdPOcOHstJpBWvonmvlub0E9IoMWbmkQyBtXhXIkx82Q+Smctp7fp80iApg1IAqtBu5bkcGcY3YUCtrrPtA0iPd35PpNgYs0atk5Og5zkVoS0w9buW1pht/nMOs0/NI3kh/25bEvy0Xj8AAeaBIkN7IqFEXhnhUZTDl4PkBj1MGLbUJ4Zr169tOKa2K8xarFv7fslJ1rFqT5LddqYO2waPrOSSUr33848l7HMBaftDNbJSNxYKKJSX0ir8j2CiHEpUixuWnyS7JqvcKfekXwwY5c1qf4Z8neUNfMrKN2v46sAKOTzHzZTbLchBAFJHBTRXSacYZdGb7ToQxaWDs8ljoh5zNiFEVBo9GwOSWfXrNTVH/WwHOp7fMuqOsRZdKydngMUVVormFxes46y5ZU/yclbaMD6FXNxFtb/QMKeg38NTqO2HMdVTyKgrbIdI3dGU5mHLHhUSDZ6mZikQwCkw6+6R7BoBomOkw/6zf1zaiDtcNiGDg31a/uC8CwWmb2ZTn9/kYKHbw+jsgKtl9dHoWHV2cy6YAVj1Jwg3htHTMfdQ7HoNPww748nluf5R0sNQ3XM7FXBLVDAph+2Mrja7JIPxdcqxeqp281I5+qBLZebBPCo82DyXF6+O2gjcPZTlpGGRhay0yAVsNdy9L55ZB/LaKnWwXz7Z48b4vQxCAd/+sRQdtog8++f2RVhmo9HIBJvSMYWELWVVV14bFTaMVpB4tP2Agz6rg2ycK0w1ae36AeuHmlXQgPVtHW6lfCy5uyeLeYgP9jzYOKXTeslpklJ9Vvaix6DaduSris2ymEEP/EzCM2bvkzXXXd7Q0C+XaveuOAmkE6rq1j4e0LpksZtLBwcDQtVbq4itK1K8PJl7tyOZjtomlEAPc0DqJmcNWcTSDKlvzVVQHrzzpUb8jzPfDzfiv3Nw3i+Q1ZTD1kw6UoDK5h5u7Gxc8fjDJpebNDKOM3ZjP5gJVcl0KfakZeahsqQZtz9hQTANmT4aJaoHrqq0uBA9kuph228clfuZzIc9MiMoBnWoXQP9FEo/AAGoUHsP6sg35zUn3ea3fDfSsz+F+PCNV6RQ43fLfXqhq0gYJ25DFmHeD/XrNOQ6C+4tUx12sLWqY/3TKYfVku6obqqVFk2t7N9QMZWdvMguN2fjpgZcVpBx1nnOWaWmZebRfKrtFxrDubT2CAhjZRAbSaekb19/xvbx6PNg9mygErH+4smILWNCIfo05D5zgj04spIL051cnOc79Dr4GrYgysOJ1Pn9ln2ZjiJM6s5e7GQUQU0ykJkOPtAlMPWZmwrWB6YlKIjkebB3vnQu9Md/L+jhz+POUgOEBDit1DvZDivz/5bi+viBJqdSUGFv9dR5q0RJq0ZDv9pz1GlnBsCCFEaYoq4XwUY9YSEqBRDUBHmbQ80zoYS4CGL3flkmzz0DY6gOdbh0jQphxYnexgxMJUbxvqFcn5TDpgZcHgaBpU0BqQouIq96Meu93OM888w8CBA2nYsCGxsbHUr1+f/v378+OPP+J0+t8EZ2dn88wzz9C0aVNiYmJo1qwZzz//PLm56k/0PB4PX3zxBZ06dSIuLo6kpCTGjRvHkSNHrvCnKx1pxcydBUhzuLn2j1R+3G/Fdq7I6owjNu5ZnkG3eP8LhoaC6SEWvZa3OoRx7MYEUm9J4Je+UTQKlxNYoYbh6jHRhuH6Yk/0eg0sO+Xg6fVZ3i5T29KcjF2cxsrk8/VNflfpeAQFXcBWnPavs1Io1+khrpj6LQ3DAri1mHZ6o5PMmEpoN1/eVQ/S06uaySdoU8ig0/DG1hwWn3SQ7ykIgE05aGP4wjQMOuieYKRttAGNRlPscZRm9/D5rlz+b22Wtz7QznQnN/2ZzsITtmILF6fb3QRoNXSJM9Ih1sj2NCej/kj1TmdMtnl4aVM22fmKX6ckgCbhetrFyKCu0O9HbIxblsGezILg48FsNw+sLMi4Sra6GTo/hcUnHXiUgmPlk79yWXLKoRpQiDBqubpmxavrVJ6NTrIQqHIeSQzScVP9QDrF+v8tazVwUz0LtzZQf5BwS/2qW6BQVF1Hcly8vS2HVzdls1Fl6o0oG51iDTQI9R9nGHUwtp6FG4sZY93SIBCtpqAt+J7r4km/NYFFQ2IqZG3ByuilTdneoE2hzHyFCdv8M+eFuNLKfeAmLy+Pb7/9Fo1GQ79+/bj//vsZMmQIp06d4oEHHmDMmDF4PB6f1w8ePJhPP/2U+vXrc99991GvXj0++ugjrr76aux2/5veRx55hCeffBJFUbj77rvp3bs3s2bNomfPnhw8eLA0P+4V0T7GQHEPj2NMOtV2uEdz3QytYaZHkfbeEUYtH3UJo+0FXWvUpiRUdY81959ioQEebRbM7Q0CiVS5Wbyhnpnv9vmn0roV+Hjn+aCjtoSvu3G4nuLq3vasZuIRle0yaOGhpkGMqGPh+dYhBJ27udJqYGRtM6+3Dy3+F1Zwc4/Z2aeSobQz3cmiE75BsG7x6q3uu8cb+WiHf1DYo8Ck/VaSisnq6B7vOyj79K9c1SDPL4esfNUtnHjL+R3bLjqAn3tLbY+iPtihPoj6YEcO3+/L8xa2LWrWUTsfdg6jbpHpovVC9fzWN5JAtWiZ+MdizDp+7h1JjaDzx0OTcD2/9o1Er9XwbY8Iusadv7ZEmbR81jWcllEGHmwaxD2NAzGee6tBC3c2DOTRZkGl/TGEKFOTDlhpM/UMr27O5u3tOfSZncLT6zLLerMEoNFomNQnklZR5x/OVbPo+KFnJDWC9LzYJpTr61oobGppOdcF7OYLAtAypi4/3B6FdWfVg6Ork4t/UCrElVLup0qFh4dz7NgxDAbfYIHL5WLYsGEsWbKEP/74g/79+wPwwQcfsGPHDh555BHGjx/vff348eN5//33+fTTT3nssce8y5cvX84PP/xAp06dmDFjhvf3XHvttVx77bU88cQTTJs27cp/0CsowqTjmVYhvLDRt5ZDjwQjsZbib07O2D1M7xfJtMM2juW4uTbJXGU7RF2qoTXNTOwVwbvbc9iX6aJBmJ7HinSVmjsoilc3Z/PnSQfhJi0317Nwe8NAvt+XrPrzDmafDy6MqG3mw53+gYJIo5ara1k4luvx6WoA0KdaQVtknVaDRa/h079yOZ7rptW5rlKtzwXjHm8RzJ2NAtmX5SLBoiOhhCkMlUHR7/VCB7Jd9PYorEzOJ8fp4eGmQaxKdvh0XwszaPi/FkH0mp2q+jMO5riZ0CGMG5ek+QRlkkJ09KluZOYRG43C9NQPCyh2W7LzFVpHG9hxbRzb05wEGzTUC5XstgsV9/0dzHYVu04BAvUaNoyIYee56Y1Nw/XSCvwK6Z5gZOuoWLanOTHqND5ZmnEWHb8PiOK3QzZO5bkZnWQmPrDgeqPVaHijfRhPtAjmULab2iE6mcomqpxMh4fH12TiviAG/dmuPIbVMtM+1ojDrbDslAOFgocN5guy3DaczeeU1c1VMQbiLXIMXW51QvT8OTSGvee6ejYv0tXTqNPwWddwXmwTwvFcN/VC9YSVMIVUXDn7z9V0rB+q95stkOHwsDLZQahBS5c4A9EmLSkqGdexcvz8K8dyXWxJdVIjSEerC6YE5jo9LD/twKjT0C3eSECRJ9aKorDqTEH35E6xBr/6m3sznew5d9/VsBJOZavQxYk///xznnrqKV5//XXuvfdeFEWhcePG5OTksHfvXgIDz0ex8/LyaNCgAVFRUWzdutW7/I477uC3335jzpw5dO7c2efnDxkyhJUrV7Jjxw4SExNL62NdMctPO5h0wEpOvod+iSauS7KwI91J72KKEL/VPpRv9+Z5px4YtPBkyxAebyEFO68ERVFo8dsZn3bchYbXMnN/0yCmH7bhURRsLoUf9lu9LcKDAzT80DOCntUKsjiWnbLz8wErVpdC/0QTY5IsPic+UWDhcTujF/l3ugH4sFMY72zP4ei5/WHRa3isWRBWt8LujIIW7+MaBlI9SE/r35I5lOO/3wbVMPFz70j+Snfy3d48TloLWrCvO5vPH0Uyeq6pZSI4QMuPKi2ro0xado+Jk/33N4bMS2Flsv+TsZaRAYysbeb5jf5FiPUa2DE6Tm5gyoEDWU6uX5zO/nMZcEYdPNsqhIekS6EQQMnFbx9uGkT3BCN3LsvwdqwMNxYECgYkmjltdXP9ojS2phVkWOs18EDTIMa3rbwZtUJcyOFWuGd5hk/twQGJJr7tEY5Fr+WLXbmM35iN7Vx0tE6wjl7VTHy9xz8b/uMuYd4aeuLiKYrCE2uz+HZvnvcepmOsgR97RRBp0jHtkJVHVmd660HFmbV81zOCDrHGEscJdpfCXcvT+f3o+Zk1g2uY+Lp7hF8AuyKrsKFej8fD4sWLAWjcuDEABw8e5PTp07Rv394naAMQGBhI+/btOXLkCCdOnPAuX7lyJYGBgXTo0MHvd/Tu3RuAVatWXamPUaq6xRv5rGs4P/aO5Ob6gRh0GtpEG+hbzX8KSNOIACYfOB+0gYJixq9szmbpKfUaK+Lf0Wg0/Kel/02KSQdhRg19ZqfwyV+5fLYrj+/2Wbm9gYV3OobyaZcw/hod5w3aAHRPMPFFtwgm9orkxnqBctNfjD7VjbSN9o/Id4418P6O80EbAKtL4bUtOVxd08ykPpG82DbUm4H2ZKsQv59h1J2fMtckIoAJHcP4uXckWfmKT9AGYOYROwHaggDchR5rHiz77yI80SLYm4JeSAP8p2UwN9YPpLpK9tgtDQIlaFNO3Lo0wzsYg4KC6i9szGaVpKMLAVDsNGgoyB68eUm6N2gDkOFQuO3PDNLsbh5YmeEN2kBBM4T3d+Qy47B68XwhKqN3tuf4NYyYf9zOa5tz2JSSz5PrsrxBG4BDOW6Wn7JzX+NAzOcGGCEGDc+3DpGgzT/0wz4rX+85H7QBWHMmn/9bk8WxXBd3Lc/wKeKdbPNww+J07C6lxHHChG3ZPkEbgDnH7LyxRb1zaEVVYea95Ofn884776AoChkZGSxbtox9+/Zxww030L17dwBvPZo6deqo/ow6deqwePFiDh48SPXq1cnLyyM5OZnGjRuj0/kP3gt/zsXUuVGrnVNRfNU5kA/+0jLjqAOnAoOqGxhWw8CgP9T/2H/cm0OHiFLeyCpiVKIOY+cgvthr53iemxYReq6vY+T2Ff5To77eY2X5oFDqh+rAk08F/hMsU5O6B/HeThuzjuej1cDViQa6xgUw+k//mikK8PO+HBoG+V6wr6mmxdA1mM922zia56ZZuJ5HmphpGuzxOzdM2q/eEnThcTsze4fwzl82NqY6iTdruaO+mVG19RX6/FJa2kfAlJ4hfLTLxp4sF0nBOh5sbKZnjAaUfGb0DubdnTb+PO0kxKDh+jpG7mpglO+2HNiV4WJnunq3vZ/25tAmrMImBgtx2XSMhAijhvQL6nVpAIvWTa7L/zixuRW+3ZXNkpPqAdAf9+UwIF4eDIiqobjx16QDeVjz1a9B+7LdvF9dx6ONwzhl9ZAYqMOi18jY4R/6eb96o6BZR23UDS4IKl8ozeHh8x2ZJY4Tliarr5t0II+nm6nXqCwPTKZLK0JeoQI3b775pvffGo2GBx98kBdffNG7LDu7INAQGqqe+hkSEuLzusL/LVz+d68vyalTp3C7/adKlCcn7RpmJOtJdmhoEuxhSIyLwpI1Y8ML/iu0J0UDmFV/TmqOlePHM6/49lZVLTXwWcPz//7lpB4F9e5Bv+1K4abqxddpERfntqiC/wqtPasF1E+mZzJzOX7cP129KfBJkf2GLYuV+wqOudR8DS1DPAyOcZHnNFMw1PaVm+8mOPc042sCNQuX5nD8+D/7TFVRTeDtukUWuLJ9vr9HEwr+K5DDyROIcuBwdvHHW0p2HsePZ5TuBglWZ2hZklowQOgT5aJDePHdKQ/kafj9jJ5Mp4a2oW4GxLhLzA4R/9x/62t5creRLFfBNcSgUXisjhN3bj4UM044kZpZ7BgiI8/O8eNZV2pzhShXcvPVx195Tg8pWXkUd1t89NRZoq0eLEBaNqhPsBcXI9NqQm3Cj0uBU2nZgHpdmuNpmRR3jkvJziM3X0dx+/Z4OR1I63S6YpNNilNhAjdBQUFkZmbi8Xg4ffo08+fP5+WXX2bDhg388ssvxQZfSktCQsLfv6gMrT3rZOzabKzn7vHnp8DMFBMz+4YSadSyOc3JezttbE13kRio4876RhIsNk5Z/QdrVyeFkpgobQpLS4LTDofUnxJUiwqXfXEFRMYrPLvPN12zUJcaobx1wsXyM/mEGbTcUMfIHQ1Mfp0gFp/K57YtOeSfO4Tmp8DsNDM9ErTMO+H/ZKB/oonExCi/5UJUdnEeheh9GaTY/Y+3a+qGkZhYfp+WVUbPbsrjm33nnybPPKPn7gYmXmrtPzVg5jEH92/N9T4lnZeiZ0Gmnik9QypVXYHyIjER+jdUWHI6H7sbesQHEGnUcjTXzduHMlHLTRvXIpo1Obnsy/Z/uDikdjCJiTFXfsOFKAf6ncxlymH/7LO+1YxcU8PA7LP+2SARBg0DGydgunAutvhHBmVY2fuX/xTNtlF6xjYJ4adT/skSBi3c3zqG31Oyih0nhCbn89sR/zqH/aobK9XYusIEbgpptVqqVavGuHHjiIyM5NZbb+Wdd97hpZde8gZvsrLUnx5cmGHzdxk1f5eRU9SlpjqVthe3ng/aFDqQ4+Gr/U6G1TIzYnE29nPX9BS7i3vXuLirUSDf78vDUeRa3yvByE2NQqXmRikaUdfAC5ut5FwQRDDrNIyqF4xJuqtcdibgnY4K96zI8OngMSjRxDs7bSTbCqIxZ2xuXthi5aRdw5sdwryvUxSF5zZneoM2hXZmuulV3cz2dA8nrecPrBpBOl5oG4bJVOFOyUL8aybgvU5w+9J0n2Omf3Uj1zUIQS/Xm1LzV7rTJ2hT6Iu9dsY1DqF+kS4dTo/CC5sz/FLb16e6mH7Cw+0NpQbElXAmx0W6y41ZryHQZMJk1NLABE+3cvPfLb5TfB9vHkTz2CDe6xzA6D/SyCuys9rHGLi7WSgmvaRHXQ4bU/LZcDaf6kE6BiSaZJxcDr3QLoC1KSk+9QsTLFpeuSqcmsE6fj/hYlaROil6DbzTKYywQPUZCOLSPdLSwKLTLnYUmfYUatAwoWM4raIM3NnQzVdFikFrgJfbhVInIpD3OmmLHSd0T3SzLjWV40X2bfVAHePbhVeqsXWF/iQ9e/YECgoMAyQlJQFw6NAh1dcXLi98XWBgIHFxcRw9ehS32+1X5+bC11dUaXY329LU5/4tOungWK7bG7Qpau4xO+uGxzDloI1Um4duCUYGnWspLUpPqEHLDz0juOOCbhGfd43wa4MnLp9rkyy0igpg8gEb2U4P/aqb2JKaz9zj/jc1/9ubx/+1CCbaXLA/Due4OazSZQpgc2o+q4fHMOWAlX1ZLhqF6xmdZCE4QAbPouoaUtPM+hGxTDpgJd3hoWeCkQGJ/pls4spacrL4ug2LTjp8Ajc7052csalPoVp00i6Bmyvg/e05vLw521vY8yl9Ft/1jKBPdRP/aRlCn2omph+x4VFgWC0z7WIKphZ0jjOycWQsP++3kmx10yHWwNW1zBJcuAycHoXb/kxn9rHzx07tYB0z+kdRM7hC32ZVOtUCdawaFsMvB23synBSL1TPdXUthJ6b2/l9zwgWnXDwx0k7YQYt1yVZSAqVfXg5hRq0LBoSzbTDNjan5JMYpOP6uhbv+HlCxzCuqW1mzlEbRp2GkXUsNIsouO6UNE5IDNKzelgMvxy0sjujoB34mCQLIZVs3m6F/mtMTk4GICCgYIcmJSURHx/PunXryMvL82sHvm7dOmrWrEn16tW9yzt37szUqVNZu3atXzvwwq5VnTp1utIf5Yoy6zUYtPg9/QcIM2j4q5hiTyfy3IQadDzZsmynoQnoWc3ErjFxrDjtwKMUdAgzSRr6FVc3NIDn2py/UVFr1w0Fx9a+LJf3whMcoEGrwadqfqFQg5ZQg5a7GgddkW2u6lYlO3h9SzabUpwkBum4r0kQtzaQG8jyIM/p4b9bcvjloBWHW2FgDRMvtgkl4VzHr1rBep5W6dAmSk+osfhBbphBQ1a+hz0ZTqoH6b03O+qvrVyD5fJge1o+4zf5ZojnuhTuWJbO7jHxONwKPx2wMu2wFUWBXKeHOiE67wOeeIuOx1v4d64U/87Xu/N8gjZQ8PDmsTWZTO3nP0Vja2o+r2zOZs2ZfGLMWsY1DOSBJkFoNBoyHB5e3pTFjCM2lHPBtxfahBAhD+kum6AAbbFB5UPZLn7cn8fikw5CDRo0moKOlRLgvLyMOg3X17VwfV2L6voucUa6xKlPkS5pnBAcoGVcw8o9ti73V9Y9e/ZgtfrfLFmtVp599lkA+vbtCxQULL7pppvIzc1lwoQJPq+fMGECubm53HLLLT7LC//92muvkZ9/fm7cH3/8wcqVK+nVqxc1atS4rJ+ptFn0WkbUVk/zu6l+YLHR5BizlhCV9sSibBh1GvpUN9Ev0SRBmzJSN0T9WNFpIMGi49eDVt7ams3mVCd9q6lfdG6qr36hEv/eltR8hi9IZWVyPja3wr4sF4+szuTjnf4dwkTpu2lJOp/8lUuK3UO2U2HKQRuD5qVgdRU8VchwePhmTy5vb8thY4r/XHVx5V1Ty6x63Q81aDiQ7aLRlGT6z02l2a/JvLo5m/Yx6oUkb6wn57nLbXoxrbsz8xWWnLQzYmEq3+zJI8OhkJmv8P0+K1fPT8Wt9gRBXDbF7ZclJx1kOnyfmB7IcjJkXiqLTzqwuhSO5Lh5fkM2r2zOxqMoDF+Qyv/2Wr378Lt9VoYtSMOjyD680lJsbgbOTeX3o3byXAqnrB7e2prDgyulOL4oP8p9xs306dP59NNP6dChAzVq1CA4OJhTp06xaNEi0tPT6dixI/fdd5/39Q8//DBz587l/fffZ/v27bRo0YJt27axZMkSWrduzb333uvz87t168bNN9/MDz/8QPfu3enXrx/JyclMnz6d8PBw3nrrrdL+yFfEWx3CyHB4WHCioCiXUQcPNAliTJKFxEAdC47bfWp5ADzYJEimRQlRxK0NLHy1J5esfN+DZVANE8MWpPrMm24VFUDHmADWnC3IaLPoNTzRIpgBiTJX+kr5cEeuambhBztyuadxkNRKKUNbUvNZcsq/KOSRHDdTD9moHaLn+kVp3lper26GG+pZ+LhzGBqZLlVqQg1afu4Tyd3LMrx1uKoH6ri+rpkJ284X7vQoMO2wjTFJZjwKbEgpOM8FB2h4vnUInYp5Wir+uZJu3belO9mc6p89/VeGi/nH7QyuKdedK0UpZs8o+O+zz3flqbZt/2JXHi0iDGxVKWuwPd3JwhN2GTtcYT/ss5Ji9x9A/HLIxrOtXSQGlftbZlEFlPu/wgEDBpCcnMz69etZv349eXl5hISE0KRJE0aOHMmNN96IXn/+YwQGBjJnzhzeeOMNZs2axYoVK4iNjeWBBx7gySefxGz2P/G9//77NG7cmO+//57PP/+cwMBAhgwZwvPPP0/t2rVL8+NeMSEGLVP6RnEwy8WJPBdNIwK86bOd4oxM6RPJa1uy2ZpaML3g/iZB3C1TOYTwUT1Iz6wBUby0KZs/TzkIM2i5pb6F3ZlOn6ANwJZUJ//XPJj3OodzxuqmRaSBsBKmIYh/b2+m+rTPFLuHDIcHs17DhrP5hBi0tIlWbysprow9ma5i1+3NdPLWthy/Auw/7bcyINHEULnpLFVd4oxsvzaWDSn5aIC20QaGzk9Vfe2so3YOj41nf5aLNLuH1tEBUq/rCrmmlpn3d/h3vQkxaDCX0PFmX5aLwVdyw6q4q2uavYHLorrFG8l1etiUkk/dUD21gvXFXqPyXAobU/wD24X2ZboYkHjZNlmoKG7feBQ4kCWBG1E+aDIzMyX/TngpiiJPN4W4CIXHSr5bIX7iKb+MNYB6oXo2jIgt/Y2rosYtTWeqStp6rFnLU62CeXFDtrfFe+NwPT/2iqROMdPfxOW1NTWfHrNSVNc90SLIJ5ujqNF1zHzZPeJKbpq4CB2mnyk2+HZkbLwEpUvJf7dk89bW81M/TTr4unsEgXoNwxemqb5nUu8IBtaQ4OeV4nArjF2cxuKT5wMv1QJ1tIkKYPYxOx6loDPOiNpmQg1avt2b5/czgvQaPusazk1/pqv+jl/6RNIvsXx3r63o3tuew0ub/LsM6zSwbVQs1SVwI8oBudIKHxK0EeLiFB4rGg0UNwOnhIeg4gp4sGkQRpUajtfWMfPY6ixv0AZgV4aLm5ao3+iIy69llEG17lOdYB29qxV/QyKz28qH7vHqU59aRQVI0KYUPdMqhPXDY3i5bQgTOoSy49o4htQ00yPBSLto/3pDzSMC6FddbvivJKNOw9R+Ufw+IIoX24TwVbdwbqlv4fejdm+DAgWYetiGR1EIVqkhdU/jIAbXNNE6yn8ftowMoE91mXp4pd1c30Ks2f9cdl1diwRtRLkhV1shhPgXArSaYqdyFFcUXFwZLaMMzOwfRY8EIyEBGhqH6/mocxhOj3p9iL8yXGxNlSK4peX7XhE83DSIeIuWcKOGG+tZmDMomvYxBpJC1LumjKgtRW7Lg0eaB5MY5LuPzDoNr7QLLaMtqrrqhwXwULNg7mwU5O1kqNFo+LVvFHc1CiTGrCXKpOWOhoHMHBAltQpLSbd4I482D+baJAtTDqp3oJx9zM7sgVH0TzQREqChXqieN9qH8mzrYLQaDdP6RXFno0CiTQX78M6GgczoH4VWHqpecZEmHfMGRTOytpkQg4YaQTqeaRXMB53CynrThPCSqVKV0K4MJ1MOWMl1KfSrbqJfdaM3OyDN7uan/VYOZbtoFhnAmCQLQSXMR3d7FOYet/PnSQdhxoL2bfVC1btICFFVnbG6GbEwlb8yzk8l6FPNyI+9IqUDWDlw74oMJh1QH0jP7B9F9wR5mnmlHMp28fN+K2kONz0STAyuYVItEr0lNZ/Rf6R5i0NqgPuaBPHaVRIYKG3FjRPS7W7+t9fKltR8agTruL1BIHVlPCCEn3qTTqsWujVo4ewt1cpgi8TF8CgK847Zve3Ar69roX6YnONE+SGBm0pm4r48Hl6dSdHujyNrm/m6ezh7s1wMmZdKapGLSZ3ggghzrMX/aafLo3DDknQWHLd7l+k1BfOph0kmgRA+PIrCkpMODue4aBEZwFUxEgwoL347ZOWOZf4tPUMNGnaPicOil+TTK2H2URu3L0336fTVK8HIlL6RBJwL3uQ6PaTZPVQL1OH0wLxjNjLyPfSIN5EUKunppW1PpvOSxglCCH93L09nykH/emsDE0180yOcFJuHhECd9zwoyp7bo3Dzn+nMOeZ7z/N5t3BG1ZHMT1E+SOCmEsnO99B4SrJqq8Ff+kTy5e5cFp30r1p/Z8NAJnQM81v+60Erdy73v9mJMmn5a3QcRingIYSoAFwehesXpfFHkfOfVgMfdw5jbL3AMtyyysvlUWj6SzLJNv+nzp90CePaOhae25DFxH1WbG6FBIuWZ1uHcIPsjzI1amHqJY0ThBD+jua4GDg3hVPW8+e/KJOWQYkmph22ketSiDFreaJFwZQ3UfZmHLZx61L/4tDhRg27R8dL9rQoF+RxViWy+oxDNWgDMP+4jSWn1FsNLjhhZ4LK8j9O2FWWQqq9oL1hpzjJKBBClH96rYZJfSKZddTGonMp0GPrBtI0QlKgr5RtaU7VoA3AwhN2dqY7+XL3+e4qp6we7l+ZSbxFR68SihWLK8flUS55nCCE8FczWM+qYbH8uC+PXZku6oXqSbe7+fiv8+e8szYPT6zNItqkkyz2cmBBMfc8GQ6F9Sn5dCumQLsQpUkCN5VIYAnp/sEBWsw6DXkqgZ0gvYYNZ/OZsC2bzalOagTpuK9JEIEqle+97ylhnRBClDd6rYbhtS0Ml2K3paKka4RRq+GHfeo1h77cnecXuJl+2MrHO3M5muumZWQAT7QIpn2sDKIvN52GSx4nyBQCIdSFG7U82CwYKJhKXXdSsurrvtidK4GbcqCka1aQZNuIckIm9lcineMM1Ar2n4Ou1RS0s7u+rvoAq1u8kaHzU1h4wkGq3cPmVCd3LMsg1KD+59E0IoDmkYbLuu1CCCEqjwZhAaqtbQGG1DSrBgcATuW5ff49cV8ety3NYFOqk1S7h0UnHVy9IJXNKdIN7HLTaDSXPE74fm+e6uuFEOc53JDuUM9AvPCcJ8rG9UkW1MIzjcL0tI6Wex5RPkjgphLRajT82CuSmkVadgbpNXzQKYxG4QGMbxtCv+rGIq+HG+pZSLa5satcN347ZOP1q0IwF6llUz9Uz3c9wq/o5xBCCFHxfdsjgsZh5xN7TTp4pW0IQ2uaqK3ykAGgfcz5AbKiKEzYluP3Gocb3t/hv1z8e5c6TpiwLQePIqUShSiJWa+hWTFTc4ue80TZaR1tYEKHUCxFsmvqhuj5vmdEGW6VEL6kOHEl5FEUVp/JJ8+p0CnOQPAF7b53Zzg5lO2iSUQAtYL1tJ92hr1ZLtWfdXhsPBpgzRkH4UYt7WMM3tbiQghfJ/PcHMt10TAsgHCjxMWFAJh6yMrxXBejkwJJCCwI2Mw4bOP2Zek+HRCjTVq+7h6OSaehRaSBfI9CjZ9Oq/7MpBAdm0bGlcbmV0mXOk6Q850QJVt0ws51i9IommwYatCwcHA0DaTldLmR6fCw5oyDMKOWDnLPI8oZCdwIblic5tP+rlCsWcuu0XHopF2hECWyuxQeWpXBb4dteJSCzIJ7GwfxYtvQst408S/kOT1MP2LjRK6bdjEGeiUYZRB3CZKtbm5fms7qMwXTmsKNGl5uG8pN9Qs6R61OdvDl7jxO5hUEO//KcLI51el97SttQ3htSw6nrf5TDPonmpjSJ7L0PkwVJ+MEIf69TSn5fL4rl8M5LlpEGri/SRB1QqTcqBDi4kjgRrDmjIOh81K5sOTAK+1CeLBpcNlslBAVyFPrMvl8l3+thw86hXFLA2lvXBHtyXQybH6qT2ekbvFGfukTKW1BL9LgeSmsSvatRaMB/hgSTdsLagYMnJvCmjO+r9Vq4N7GgXzyl++xpdPAzAFRdJHOhqVGxglCCCFE2ZLcVkHHWCNT+kbSJioArQZqBeuY0CFUBmNCXAS3R+Gn/eodcr7fJ4U7K4IDWU4WHrdzIvf8VJDH12T6tbNeftrBl7tzS3vzKqSDWS6/oA2AQkHB4aL2ZTr9gjYAHgVsLninYyi1g3VoNdA6KoDJfSIlaFPKZJwghBBClC3JzxMA9K5movcFLViFEH/P6YEcp3riYnFdJMSV4/QozDpiY1Oqk8QgHWOSLMXW37C6PNy1LIPZ56aA6DRwYz0Lz7UKVg06APx+1MZDzeRm9e+U9Ld/4bq/e+24hkGMaxh02bZN/DMyTij/dqQ7mXnYhoLC0JpmWkZJ4VshhKgsJHAjhBD/gkmvoUOMgbVn/W/0eyZIVkBpynF6uGZ+qrdOCsBbW3OYOSBKtaPHSxuzvUEbALcC3++zUj1Qh4aC7JAL6aXGzUVpHhlAhFGrGpTpmeB7898i0kC4UUOGw/8bv5hjaFNKPh/tzGV/lpMm4QE82Cy42A4u4t9RFIV0h4cQg5YAqWtTrnywI4cXN2Z7//3O9lyebhXMky1DynCrhBBCXC4yVUoIIf6lV9qFEnRB3ZNqFh2PN5fMjNL0yc5cn6ANFGRs/GdtpurrJx1Qn+I27bCN3tXUAwYj65j/1TZWFUadhteuCuXCe/s2UQFEm7TMPGIjK78gqGPWa3ilXSgXhgHaxxgYk2Tx/nvtGQdTD1k5knN+StuyU3YGzE1hxhEbf2W4+OWQjX6zU9iUop4xJf65Xw5aaTX1DEmTkqk36TSvbs6WVuDlxNEcFy9tyvZb/saWHA5kOVXeIYQQoqKRjBshhPiX2sUYWDkshv/tyfN2i7i1gYVIk66sN61KmXfcv+sNwJoz+WQ4PD5TpjyKQu6FlVbPyXEqvNcpjJEL09hXpAXyyNpmbpNi0xft+roWGoXpmbjfSprdQ2KQjskH8rjpz3QAAvUa3u4YxvV1LdxYL5DGYQFM3J9HhkOhZ4KRMUkWTHoNZ6xurlucxpZzQTmtBsY1COStDqH8d0sOzguSemxuhbe2ZjOlb1Rpf+RKa/FJO3cvz/BmoWXmK7y9LQetBp5pJRkdZW3hCTseldOZQsF58cFQyUATQoiKTgI3QghxGdQK1vNSO2n/XZZMOvWpGzoNpNrdvLY5m0Un7YQatNxUz0LPeAOLT/lnZvSpZiQxSM+aYTEsPungRJ6bNtEBtIiUehGXqmWUgZZRBhxuhSa/JJNqP393medSeGBlBu1jDNQJ0bM93cnWNCcZDg9hBg29qxmpHqTn4dWZ3qANFBQt/mpPHi2jAthYTGbNxhTJMricPvsrV3Xq4Fe7c/lPi2D0Mm2qTBmLOfcBmEtYJ0rXHyfsfLyzsB14AI83D5Y6REKIiyaBGyGEEJXCmCQL61RqDfWtbmTUwjSO5rrPLXGzLS2L0XXMfnVYagTp+M+5mhA6rYZ+iVKM9XJYdMJOqt2/3o1bgd8OWbG6FN7fcb5j13c5Vv444WDWgCgWnlDPpJp8wEpikI4jOW6/ddWDJNvtcjqe6/8dA2Q4FHKcCuFGCQ6Upatrmnl6XRZ5F2QRGnVwTS2Z3lkeTD9s5fal57PWjuW6WXTCwbxBURK8EUJcFKlxI4QQolK4tYGFm+pZfGqltIoKoFWUoUjQ5rzpR2zMGhDJC21CuKGehdevCmXFNTEkBMpN/+VmcxdfCyXd7uGzXf5t1k9a3fy4P091Ckjhz7ynsXq3qXuLWS7+mdbR6jeWSSE6wgwStClrYUYt3/aIIKTIvggO0PB19wiizXI+Kw/+uyXHL2vN5lZ4d3tOmWyPEKLikYwbIYQQlYJWo+GjLuE80iyYzan5JAbp6BBr5K7l6aqvd3rgrM3DY1JE+rJLsbk5bXVTLzQAs15DrwQjJh3YVRI36oXpcagndHAwx0WrqACfqVKFBtUwc0/jIOwuhY//yiXV7iHOrOWx5sFcV9ei8tPEP/VIsyDmHLORnX/+1lMDPNc6BI10WisX+iea2D06jiWnHHgU6F3NSFCAPJ8tD6wuD/uL1EsramuaTOsUQlwcCdwIIYSoVJJC9SSFnr+81Q5Wv9RpKKhNJC4fm0vhkdUZTD1kw6VAqEHDf1qGcH+TIF6/KozH1mT6PHW+s1Eg/aubeEKTpZpZUytIz8NNgxm+MJWsIkGDdtEB3NWooFD0I82Dub9pEBkOD5FGLTqpt3LZNQgLYNHgaN7fkcuW1HxqBOu5r3Eg3RNkKmF5EhigZWhNmRpV3ph1GuItWk5b/aeLFnd9EkKIC2kyMzOll6MQQohK61Semw4zzvhkCwAMrWliYq/IMtqqyumx1Zl8uzfPb/mPvSIYUtPMnkwnvx2y4XArDKphomNsQdv1O5el8+shm897gvQaVg6LoVawnlS7m0kHrJzMc9M+xsCQmmYCzgVo9mY6+Xp3QUe35pEB3NkoiHiLTA8RQpQfH+/M4bkNvi3bNcCvfSPpU10CoEKIvyeBGyGEEJXe1tR8ntuQxcrkfAL1Gq6va+GltiEEylSCy8bmUqjz82nVeja9EoxM6x+F26OwJc2JTgMtIwO802zsLoXxm7L4ab+VHKdCx1gDL7cNpV1MyUU7VyU7GLUwzed3Rpu0/DEkWrKphBDlysc7c/jkr1xOWz3UD9XzdKtghteWaZ1CiIsjgRsBgEdRWHDczuZUJzWDdQyvZZYbmnLmULaLmUdseBS4upaJeqEBZb1JogibS2H6YSuHc9y0iAxgYKJJpmyUQ3lOD4tP2tmR7qJ2sI7htS2Y9bKfLocUm5t6k5NV1zWNCOD1q0K5d0UGJ/IKCtrUCdbxdfcIb+HbVLubXw5aSbN76FP9fDYOQL5bYfZRG7szXTQI03N1TTMGnYa+s8+yQaX19w31LHzSJfwKfEohhPjnFEXB7kauO0KISyaBG0Gu08OohWmsLdJGN8Gi5fcBUdSV4EC58NXuXP6zNstbG0IDvNwuhAebSlHV8uBIjosh81K9N6QAbaICmN4/ihCDBEDLi6x8D8MXpLK5SKHbxCAdswZESXbGZdJh+hn2ZPoX4by9QSC/HirIpikq2qRl+7VxrD+bz9jFaT7tjEcnmfm8azhpdg9D56f6/Nz6oXqm9ouk2a9nVLejRpCO7dfGXaZPJYQQQghRtuSOQvDxzlyfoA3AKauHJ9ZmldEWiaJO5rl5al2WT0FPBXhhQzZHctS7FIjS9dS6LJ+gDcCmVCfvSZvPcuW97Tk+QRuA47lunl4n57rL5ZV2oVyYrFk9UEf1IK1f0AYgxe5h9lEr96/M8AnaAPxy0Maso3Ze3ZztFwzal+Xi9S3ZhBbTijrGLMMbIYQQQlQeMrIRzD5mV12+9JSDHKd/BXxRuuYds6FSMgIFmH3U5r9ClKp8t8LCE+rH0Kyj6stF2ZhdzP5YeMJOvtpBJi5Z3+omlgyN4db6FvpUM/Jky2D+HBqNRyl+WsCOdKdf4LPQ7KO2Yo+j2cfs3Fo/UHXdbQ3UlwshhBBCVESSGy78no4W0mokslceBJRQJ6WkdaJ0aDSg06DayljKRJW9TIcHrQZCDNpi94dOU3C+E5dHk3A9LaMM7Mm0MveYHbcCXePUiwxrgKuijYB/Jyoo2DfF7bcAjYZnW4eQ7fTw034r+R4IDtDwYNMgbqgngRshhBBCVB4SuBGMqG1mS6p/cceBiSYpUFwODKlp4sl1YL/ggXSAFq6uZS6bjRJeAVoN19Qy89sh/+ynkXWkW0RZ2Zfp5PE1maxIzkergb7VjPSpZmS3Sv2Va2qZ0Uvk5rL5vzVZPi3Bd6Q7WXg8gOuTzEw66HucPNA0iME1TdQL1bM/y3/fjKpjIcKk5dO//AM7I+sUFCh+r1M4z7UO4USem6QQPUFy3RJCCCFEJSPFiQVOj8Idy9KZeeR8OnrjcD3T+kURZ9GV4ZaJQjOP2Lh3RQbWczUgTDr4sHM4o5MkMFAepNjcjPojjW1p5wOgAxJNfN8zAqNOAgKlLc/poc3UMyTbfKd61g/VUztYx4ITDu+yFpEBTO0XSZRJznWXw5EcF62nnlHNQPu8axhBAVp+P2pDp9EwsraZPtVNAGxLy2fMH2nefabVwENNgxjfNpQcp4frF6WxMvl8LbaOsQam9ImU4t9CCCGEqBIkcCO8tqbmszXNSY0gHT0SjGg1csNZnmQ6PMw/bsejKAxINBEhN5rliqIoLDvt4Mi5duCtotSnhogr78f9eTywMlN13a99I4k0atme7qR2sI5u8UY0cq67bGYctnHr0nTVdXc2CmRChzAyHR7SHR5qBunQFcl0crgVFhy3k+Hw0D3B6Nfpa94xG7synHSMNdIpznjhjxdCCCGEqLRkqpTwahlloKXcbJZbYUYt19WVDJvySqPR0CPBVNabIYATueqFbqGgi1Tf6iZaR8u57kpIDCo+oBxv0XLfigx+PWTF6YFqFh0vtg3xZg4adRrV6Z+nrW4eXJnB4pMOFKBhmI13OobRWYI3QgghhKgiJMdYCCFEpdKmhKBMm+iAUtySqqdNtIH2Mf7ff5hBw450Fz8fKAjaAJy0url7eQarkx1+ry/q+kVpLDoXtAHYk+li9B9pnCqmE5UQQgghRGUjgRshhBCVSu9qRrqodDG6pqYJDQV1WMSV83PvCEbUNqM/NwuqQ4yBH3tFMvuofwFvBfhmTx5uj8IHO3Jo/VsytX8+xW1/pnMgy8mGswVTeC+U51KYdMB6hT+JEEIIIUT5IDVuhBBCVDo2l8Lnu3L5/agNvQYahAWw+ISN07aCS17XOANfdo8gXgqwXzF5Tg9OT8E0zwNZTtpOO6v6uk6xBpqEB/DVHt/OUVEmLc+3DuHh1Zmq77uzYSATOoZd5q0WQgghhCh/JONGCCFEpWPWa3i0eTB/Do3h4y7hTDlo9QZtAFYk53PLEvUiuuLyCAzQEmYsGGbUCtYTb1EfcjSP0PPdPv9236l2D3sznd7MnQt1iJU6RUIIIYSoGiRwI4QQolKbuO98XZWi1qfkszPdfxqOuPz0Wg0vtAnlwhhMYpCOrvEm1f0DBXVw7m8S5Lf8qmiDaiFjIYQQQojKSLpKCSGEqNRS7MUXsU21uwEpWFwarq9rITFIxze780i2uekYa+CexkF4FNBrwKUycbteaADPtQ6hZVQAkw9YyXUpDKhuYlyjQAK00sZdCCGEEFWD1LgRQghRqf24P48HVmb6LQ/Sa9g1Jo4QgySflrWHVmXwwz7fYsNhBg2rh8WSECh1iIQQQghRtcloVQghRKV2bR2LaovqZ1qHSNCmnHinYxhPtQwmwaLFpIMBiSbmDoqWoI0QQgghBJJxI4QQogqwuRR+3J/HopMOQg0abqwXSLd4Y1lvlhBCCCGEEH9LAjdCCCGEEEIIIYQQ5ZQUJxZCCFElnLG6WX7aQYhBS69qRiluK4QQQgghKgQJ3AghhKj0PtiRw6ubs71tp6tZdEzqE0HzSP/aN0IIIYQQQpQnUpVRCCFEpbbujIMXN54P2gCctLq5bWk6iiKzhYUQQgghRPkmGTfCa3NKPptT86kRpKd3NSM6mUYgxEXzKAp/nnJwONtFi0gD7VS6GImy8cshm+ryg9luNqY4ZV+VEzaXwvzjNjIcCt3jjSSFyhBFCCGEEAIkcCOAfLfCrUvTmXvM7l3WMEzPtH5R0opViItwxupmxMJU/spweZf1rWZkYq9ITHoJgJY1u7v4rJqS1onSszU1n2v/SCPFXpAWpQHubxLEq1eFlu2GCSGEEEKUAzJVSvDFrlyfoA3AnkwXT6zNLJsNEqKCeXp9lk/QBuCPkw4+2plTRlskihqYaFJdHmXS0l6ybcqcoijcsSzDG7QBUICP/8rljxP24t8ohBBCCFFFSOBGMPWw+jSC+cft5BUtCiGE8OP0KMw6qn4MTSvm2BKla3ANE6PrmH2WGbTwQacwDDrJiCpr29KcHMh2qa6beshaylsjhBBCCFH+yFQpQXEzBTwKSNhGiJIpSsGxosYls3DKBY1Gw5fdI7ixvoNFJ+yEGbVcW8dMYpBcAkuboij8dsjG1MM2PIrC0JpmGpRQy0ZmsgkhhBBCSOBGAENrmtiR7vRb3quakeAAScoSoiQGnYb+iSa/6YYAV9dUn6Ijyka3eCPd4o0X9VqnR2HD2XwMOg1togLQaCQz53J4eHUmP+w7n0Wz8ISDoTWMJAbpOJ7r9nv90Jpmv2VCCCGEEFWN3JULHmgaRKdY3zoP1QN1TOgQVjYbJEQF8/pVodQM8i3kfVW0gUeaB5fRFol/Y+FxO01/SWbQvFT6zE6hzdQzbEvLL+vNqvB2ZTh9gjaFZh1z8EDjIIIDfINjY+taGCrBTyGEEEIINJmZmZKILFAUhUUnHWxOzadmkJ5rapkxSzccIS6a3aUw84iVfVkuroox0re6Ea1kaVQ4p61uWv2WjP2C5I94i5Zto+KkJs6/8PXuXP5vbZbqumdbBXNHoyB+PWglxe6mf6KZttFSOFoIIYQQAmSqlDhHo9HQt7qJvtXl6aYQl0pRFL7Yncsnf+Vy1uYhKcRGdn4I1yZZynrTxCX67aDVL2gDcNrq4Y8TdgbL1J1/LNqsK3ZduFHLa5uzmXTASp5LYekpB6+0C6VD7MVNbRNCCCGEqMxkqpQQQvxLH+3M5cWN2Zy1FZTzPpjt5s7lGSw8Lq2MK5qs/OKTUDPzpVz7vzEw0UQ1i3/wJsKoZdlpB1/vySPvXEXvDSlORi5M40iOercpIYQQQoiqRAI3QgjxLyiKwid/5aqu+7iY5aL86llNPcNDp4EeCZKR+G8YdBqm9o+kdVSAd1njcD2fdQ1jjkpx7zyXwrd78kpzE4UQQgghyiWZKiWEEP+Cza1wxqaeiSHZApefy6Pw5ykHqXYPXeMMVL+gpffW1Hx2ZTipHxbgVyPltNXNslMOQg0a+lQ3EaA9X6/G6vLwxwkHTo/CiFpmph2x+bz3yZbBVAssfqqPuDgNwwJYMjSGIzku3B5ICtWzOtmBp5hEp6O5cgyVJ3synWxOyadGsJ4ucTKNTQghhCgtErgRQoh/waLX0iBUz94s/xvMVkUyC8S/tyfTyeg/0jh2rm20TgOPNgvmuTYh2FwKt/yZxsITDu/ru8Ub+al3BMEBWt7bnsNrm7M5NxOHBIuWSX0iaRFp4M+Tdm5bmk7muWlSJi3c3SiQHKeCQQujkixyk3qZ1Qo+P/xoFB6ASYdqbaGWkVKguDxweRTuW5HBL4fOBzRbRgbwa9/IEmsXCSGEEOLyKPdTpU6dOsWnn37K8OHDadq0KdHR0dSvX5+bbrqJjRs3qr4nOzubZ555hqZNmxITE0OzZs14/vnnyc1Vn7bg8Xj44osv6NSpE3FxcSQlJTFu3DiOHDlyBT+ZEKKyeKZ1CBf2GrLoNTwm7cAvq3FL071BGwC3Am9vz2HRCTsTtmX7BG0Alp928PKmbNaecfDSpvNBG4BTVg+3/ZlObr6bW4sEbQDsHvh6Tx7/aRnM+53DJWhzhYUbtdzfJMhvefVAHbfUlwLf5cFXu/N8gjYAW9OcPFFMlzAhhBBCXF7lvh34+PHjef/996lduzZdunQhKiqKgwcPMmfOHBRF4euvv2bEiBHe1+fl5TFgwAB27NhBr169aN68Odu3b2fJkiW0bt2auXPnYjL51il46KGH+OGHH2jUqBH9+vXj9OnTzJgxg8DAQBYtWkRSUlJpf2whRAXz50k7H/+Vy+FsFy2jDDzSLIjmki1w2ezKcNJpxlnVdaOTzKxOzudEnn/KRphBw8g6Fr4pplbKc62CeXVLjuq6F9uE8KgE30rNj/vz+GGvlXSHh54JRh5tHkyCTE8rF3rNOsvmVKffcr0Gjt0Yj0Vf7p8DCiGEEBVauZ8q1bp1a2bPnk2XLl18lq9evZprrrmGxx57jMGDB2M0FjwR/eCDD9ixYwePPPII48eP976+MAD06aef8thjj3mXL1++nB9++IFOnToxY8YMDIaCG61rr72Wa6+9lieeeIJp06Zd+Q8qhCj3lp6yM/mAFatLoV+iiTFJFm+dlJrBehqGBWDUaWgQpidepXuO+Ofy3cU/Y3C4FfKLKZKS7wF7Ce/NcxW/zu5W2JySz/f78gpq6sQbuamehcAAuUm9Em6sF8iN9QLLejOECkcxx5BLAZc0WxNCCCGuuHKfcVOSESNGsGTJEv78809atWqFoig0btyYnJwc9u7dS2Dg+QFgXl4eDRo0ICoqiq1bt3qX33HHHfz222/MmTOHzp07+/z8IUOGsHLlSnbs2EFiYmJpfSwhRDn0zrYcXtmc7bOsTzUjU/pEsjEln+EL07AWCQLEW7QsGBxNjaByHx+vEDyKQvNfz6hm1XzZLZxVyQ6+32f1WzeqjpnhtczcsCTdb120Scuyq6Np+dsZ1Dp9P9sqmNe35vgUzm0RGcCcgVEESfBGVCGvbc5mwjb/zLRu8UZ+HxBVBlskRMV0xurmeJ6beqF6Qg1yHRFCXLwKfcYICCgo/KnTFTzZPnjwIKdPn6Z9+/Y+QRuAwMBA2rdvz5EjRzhx4oR3+cqVKwkMDKRDhw5+P793794ArFq16kp9BCFEBZBic/Pm1my/5YtOOph/3M7zG7J9gjYAp60e3lG50RH/jFaj4eMuYVj0vtWEhtY0MbK2mWdbh1Av1DdIVjNIx/g2IQyqYWJMktlnnVEHH3QOIyFQz1sdwtBeUKTooSaBfLE7z6/b0bY0JxNVAkRCVGYPNQvyaeMOEGPW8laH0DLaIiEqFodb4d4VGTT+JZk+s1NoNCWZVzf7jyuEEKI4FfZR8PHjx1m6dClxcXE0adIEKAjcANSpU0f1PXXq1GHx4sUcPHiQ6tWrk5eXR3JyMo0bN/YGfy58fdGfWxK73f5PP4oQopxbdsKhmpEBsOBoHutT8lXX/XnSLueGy6hDBKwdEsZvRxykOTx0iw2gW1wAznwHIRr4o38Is47lszvTRb1QHdfUMGLRu3A4XHxwlYXRNQNYejqfEIOWkbUMJFg02O12rqupo114GDOPOXC4FQYlFky9/fAv9Z2+5ISV25Iq7OVTiEsWAPzeO5i5J/LZlu4iMVDHyFoGggPc2NXagQkhfLy4OY9JB86PB6wuhbe35ZBg9DA2yVTCO4UQldWFdXf/ToUceTqdTu6++24cDgfjx4/3Bl2yswsi16Gh6k+AQkJCfF5X+L+Fy//u9SU5deoUbrcMXoSojNxZWkD95GrIzyFQF0Ce+8K+UhCscXL8+PErvHVVh0uBb48FMDVZT4YTVp/MI6eWkxYhBQGWJak6vjoWwAGrlgSjhzOpGYyMP9+mPdoNDXVagjUK7jSF42kFy7Nd8OFhAwtSdLgU2HEml7EJLorb5yaXjePHpZuOqHpaaaBVZMH/z0yGzDLdGiEqBrcCPx4wg1//SfhmVzZdDSmlv1FCiDKl0+mKTTYpToUL3Hg8Hu677z5Wr17NLbfcwnXXXVfWmwRAQkJCWW+CEOIKqV5d4e2jWezP9g3OGrVwd6sYdBY7X+z1z6wZ1ziExER5kna5PLspj2+On/+et2TrePAvHQsHhHEs181Te3IonNl0yqHljYMGwsPDuaWeiUmH7Ly42Uq2s+AVTcJ0fNMlmFrBOob8kcXG1PMBniVpevbbDXSN1bLijKvoJqAB7m4RQeIF00aEEEIINXa3Qp7bv84aQI4SQGJiTClvkRCiIqpQgRuPx8P999/Pr7/+yujRo3nvvfd81hdmyGRlqT8JvTDD5u8yav4uI6eoS011EkJULFP6BjBuWTpbzrXErWbR8W6nMOpFmni5vYVsdya/HLTiVsCi13BfkyBub/L35w5xcTIdHn48mOa33OaGHw462ZPpRK3S/id77HRIsPD4et96NX9lurljdR5vtg/1CdoUOp7n4YGmQeh1Dv485QAgwqjlpbYhdKkunY+EEEJcHBNwVbRBdVp1z2omuYcQQlyUChO4Kcy0mTx5MqNGjeKzzz5Dq/WtrZyUlATAoUOHVH9G4fLC1wUGBhIXF8fRo0dxu91+dW4ufL0QouqqE6Lnz6Ex7M10YnUpNI8IQHeuoq1Rp+GzruG82CaE47kF3SLCjBW69nu5cyLPjaOY2agHsl0cylZfeSzXzY/7rX5FhgF2pjtZeqr4GkRnbR6m94/iSI6LVLuHpuEBmPT+qe7i8lAUhVVn8slweOgUayDS5F97TgghKqKX24UwcmEaeRd0n3y8RXAZbpUQoiKpEIGbokGbESNG8MUXX6gWE05KSiI+Pp5169aRl5fn1w583bp11KxZk+rVq3uXd+7cmalTp7J27Vq/duCLFy8GoFOnTlfokwkhKpoGYcVPkYmz6IizyM3mlVArWEeQXkOuyz8C0zQiAIMWTlr9gzcNQvXkFFdZGog1F7+/mkYEnPvdemrJ2PqKOpDl5PrF6ezPKsh+Murg2VYhPNRMvnghRMXXIdbIimti+HpPLoez3bSMCuD2BoFEl3ANEkKIosr9I+HC6VGTJ09m2LBhfPnll6pBGwCNRsNNN91Ebm4uEyZM8Fk3YcIEcnNzueWWW3yWF/77tddeIz//fArjH3/8wcqVK+nVqxc1atS4zJ9KCCHEpQgK0PJA0yC/5eFGDXc1CuTR5sEEqFzRnmwZTJ/q6mnooQYNY+tZ6F/d6LeuSbieITXNKu8SV8KtSzO8QRsAhxte2JjNqmRHGW6VEEJcPnVC9Pz3qjAm9YnkyZYhErQRQlwSTWZmplpZgHLj9ddf58033yQoKIh77rlHNWgzePBgmjdvDhRk1vTv35+dO3fSq1cvWrRowbZt21iyZAmtW7dmzpw5mM2+g/GHHnqIH374gUaNGtGvXz+Sk5OZPn06gYGB/PHHH9StW7dUPqsQQoiSfb83j2/25HHW5qZLvJH/tAim/rksqLVnHLyzLYcd6U5qh+h5qGkQA2uYcXkUrluUxqKT54MAWg182DmMG+sFYncpvLsjh6mHrDjcMKSmiSdbhhAu091Kxc50J11mnlVdd1M9Cx91CS/lLRJCCCGEKF/KfeDm3nvvZdKkSSW+5pNPPuGGG27w/jsrK4s33niDWbNmcebMGWJjYxk2bBhPPvkkwcH+adcej4cvv/yS77//nkOHDhEYGEiPHj14/vnnqV279mX/TEIIIUqXy6Mw84iNP07YCTNqGVvXQvNIQ1lvlgDWn3XQb06q6roRtc182yOilLdICCGEEKJ8KfeBGyGEEEJUXk6PQpNfkjlr869F9EW3cMYkWcpgq4QQQgghyg/JAxdCCCFEmQnQani3YxiGC0Yk/asbGVlb6gwJIYQQQkjGjRBCCCHK3JEcF5MOWEl3eOiZYGRAogmtRtqvCyGEEEJI4EYAsOK0g9e3ZLMl1UmNIB33Nw3i5vqBf/9GIYQQQgghhBBCXDESuBFsOJvPoHkpOC8oL/Bm+1DubuzfflcIIYQQQgghhBClQ2rcCD7cmeMXtAF4f0cObo/E9YQQQgghhBBCiLIigRvB3kyX6vLTVg/ZTgncCCGEEEIIIYQQZUUCN4KGYXrV5QkWLaEGKQwphBBCCCGEEEKUFQncCB5uFuzXhhXg0ebB0tFDCCGEEEIIIYQoQ1KcWACwOtnBG1tz2JKaX9BVqkkQY+tJVykhhBBCCCGEEKIsSeBGCCGEEEIIIYQQopySqVJCCCGEEEIIIYQQ5ZQEboQQQgghhBBCCCHKKQncCCGEEEIIIYQQQpRTErgRQgghhBBCCCGEKKckcCOEEEIIIYQQQghRTkngRgghhBBCCCGEEKKcksCNEEIIIYQQQgghRDklgRshhBBCCCGEEEKIckoCN0IIIYQQQgghhBDllARuhBBCCCGEEEIIIcopCdwIIYQQQgghhBBClFMSuBFCCCGEEEIIIYQopyRwI4QQQgghhBBCCFFOSeBGCCGEEEIIIYQQopySwI0QQgghhBBCCCFEOSWBGyGEEEIIIYQQQohySgI3QgghhBBCCCGEEOWUBG6EEEIIIYQQQgghyikJ3AghhBBCCCGEEEKUUxK4EUIIIYQQQgghhCinJHAjhBBCCCGEEEIIUU5J4EYIIYQQQgghhBCinJLAjRBCCCGEEEIIIUQ5JYEbIcqhFStWEBYWxuuvv17WmyKEEFXG0aNHCQsL49577y3rTfnXmjVrRrNmzcp6My5aRdteoW7w4MGEhYWV9WZUePfeey9hYWEcPXr0ol4v48ayJ+cwcaVJ4KYC2r59O48++ijt27cnMTGR6Oho6tevz7Bhw/joo49ITU0t600UJSi8MSjpv6ysrLLezEpjw4YNhIWFMXLkSNX1Tz31FGFhYbRr1051/aeffkpYWBivvvrqJf3en376ibCwMH766adL3mZRvOKOn4SEBDp16sQbb7xBbm5uWW9mhVX0+x0xYoTqawqPqcoQ3KhILubaUZY3DXLDfp6M08ontWMoOjqaJk2acMcdd7Bz586y3kRxidT2aVRUFI0aNeLWW29ly5YtZb2JlYra9x0fH0/Dhg25+uqree211zh8+HBZb2alpS/rDRAXz+Px8MILL/Dxxx+j0+no1KkTPXv2JDAwkJSUFDZs2MDzzz/PG2+8wYYNG0hISCjrTRYlqF27NqNHj1Zd16tXL9avX09kZGQpb1Xl06pVK4KCgli3bh0ulwu93ve0t2LFCjQaDfv37+fMmTPExsb6rQfo1q1bqW2z+HtFjx9FUUhLS+OPP/7gjTfeYPHixcyfPx+dTlfGW1mxLVmyhGXLltG9e/ey3hRRREnXjtDQ0FLemsvn999/L+tN+NdknFYxFD2G8vLy2LhxI7/99huzZs1i5syZdOjQoYy38NK1adOmSo8bi+5Tq9XK1q1bmTFjBnPmzGHGjBl07ty5jLewcin6fefn55OSksLmzZuZMGEC7777Lg8//DDPP/88Go2mjLe0cpHATQXyyiuv8PHHH9OiRQv+97//UadOHb/XbN26lfHjx2O328tgC8WlqFOnDk8//XSx6+vXr1+KW1N56fV6OnbsyB9//MHmzZu56qqrvOvS09PZtWsXQ4YMYdasWaxYsYJRo0Z513s8HtasWYPRaPR5nyh7asePw+Ggb9++bNiwgZUrV0rA4V+oUaMGJ06cYPz48SxZskQGX+XI3107KqratWuX9Sb8azJOqxjUjqFXX32Vt99+m1deeYU5c+aU0Zb9cxaLpUqPG9X26XvvvcdLL73Ea6+9xty5c8toyyqn4q5Da9as4e677+bdd99Fq9Xy3HPPlcHWVV4yVaqCOHDgAB9++CFRUVFMnTpVdTAA0LJlS2bMmEGNGjUA3/n6e/fu5YYbbqB27do+82ZnzZrFuHHjaNWqFfHx8dSoUYOBAwcyc+ZM1d+xfPlyRo0aRcOGDYmJiaFevXoMHDiQ7777zud1W7du5eabb6Zp06bExMSQlJREz549efvtty/fF1NJFTdXuXD+bGZmJk888QRNmjQhMjLSZzrOzp07uf3222nQoAHR0dE0bdqUJ554gvT09NL+GOVG165dAVi5cqXP8pUrV6IoCnfffTfh4eHe7JpCO3bsIDMzk3bt2qHVavniiy8YMWIETZo0ISYmhrp163LjjTeybds2n/fde++93H///QDcf//9PimlReXk5PDf//6XDh06EBcXR40aNRgxYgRr1qzx+wyF0xDsdjuvvvoqLVu2JCoqSuazF2E0Gr37uujfe1hYGIMHD1Z9T3Fz0o8ePcptt91GrVq1qFatGoMGDWLVqlW8/vrrhIWF+f2tVDb16tVjzJgxbNmyhenTp1/Ue44dO8YDDzxAo0aNiI6OpnHjxjzwwAMcP37c77V/9/dcuM9OnTrFHXfcQZ06dahevTqjR4/myJEjAOzdu5exY8dSq1Ytqlevzs0338zZs2f9ftfEiRO5/vrradasGbGxsdSqVYsRI0awfPnyf/4FVWCKojBx4kT69+9PYmIi8fHx9OjRg4kTJxb7+h9//JGBAwdSo0YN4uPjad26NY888oh334aFhbFq1Srv/y/8r3A63cWMRYo7Fi/m95cHV3Kc5nK5+Pjjj+ncubP3WjFkyBDmzZvn9/NLOkepTeEt+vsPHTrEDTfcQM2aNUlISOCaa65hx44dqp9jzZo1DBo0iISEBGrXrs1tt93GiRMnLvl7Ky/uuusuAO/Umr8bw3o8Hpo2bUrt2rVxOByqP3PgwIFERkZy8uRJn+Vz5sxh+PDh1K5dm9jYWJo1a8Zdd93Frl27/H6Goih8/vnntGvXjpiYGJo2bcobb7yBx+PxeV1JNW5SUlJ49tlnadu2LXFxcdSqVYvevXvz0UcfXfoXVYHcdNNNAH5jtLS0NJ566imaN2/uHcvdeuutqt8/FGSUfPLJJ/Ts2ZPq1atTrVo12rdvzzPPPENmZubfbsfHH39MeHg4V199NTk5Of/6c5VnHTt2ZOrUqRiNRj788EPvOaHouWfevHn079+f6tWre8/5+fn5Fz3GLmS1WnnhhRdo0qQJsbGxdOzYke+//77EY2Ht2rWMHj2aWrVqERsbS7t27fjvf/+L1Wr1e23hOOTs2bPcc8891KlTh7i4OPr06VNmY0DJuKkgJk2ahNvt5tZbbyUqKupvX3/hdJDDhw/Tt29fGjduzNixY0lPT8dgMADw8ssvExAQ4L15TE1NZd68edxyyy28+eab3H333d6fs2DBAq677jpCQ0MZNGiQ9/U7d+5kypQp3HrrrUDB/O7+/fuj0+kYNGgQiYmJZGVlsWfPHr777jv+7//+7/J9OVVMfn4+V199NXl5eQwcOBCdTkdMTAwAc+fO5bbbbkOr1TJo0CCqVavG3r17+eqrr1iyZAmLFy+ukjUICm/mV6xYwWOPPeZdvmLFCsxmM+3ataNjx45+J+LCf3ft2pWMjAyefvppOnbsSN++fQkLC+PIkSPMmzePRYsWMXfuXFq3bg0U3JRmZWUxd+5cBg0apHozkpGRwaBBg9i9ezcdOnTgtttuIycnh7lz5zJ06FC+++47hgwZ4ve+m2++mZ07d9K7d29CQ0OpWbPmZfueKrr8/HxWrlyJRqP5V7U+Tp06Rf/+/UlOTqZPnz40b96c/fv3M3z48Co1Ze6ZZ55h2rRpvPrqqwwdOpSAgIBiX3vgwAEGDBhAamoqAwYMoFGjRuzatYsff/yR+fPnM3/+fOrWrev3vpL+njMzMxkwYACxsbFcf/31HDhwgAULFrBv3z5+/vlnBg4cSMuWLbnxxhvZunUrv//+OxkZGcyaNcvndzzxxBM0bdqUHj16EBUVxalTp5g7dy7Dhg1j4sSJxQb1KiNFUbjzzjv57bffSEpKYtSoUQQEBLB06VIefPBB9u7d61PPy+PxcNtttzFz5kwSEhIYNWoUwcHBHDt2jOnTp9OnTx8SExN58skn+fnnnzl+/DhPPvmk9/0XHocljUXUXOzvLw+u1DhNURRuvvlm5s6dS926dbnjjjuwWq1MmzaN66+/ntdee837oODfOHbsGH369KFhw4bceOONHD582Hs9Wr9+vXecAbBs2TJGjRqFVqtl+PDhxMfHs2zZMgYMGFChp+sBaDSaixrDarVabr75Zv773//y+++/c+211/r8nP3797NmzRr69+9PtWrVvMufffZZPvnkE8LDwxk8eDDR0dGcPHmSZcuW0bJlSxo3buzzc1544QVWrVpF//796dWrF3PmzOGNN97A6XTy/PPP/+3n2b9/P0OHDiU5OZmOHTsyePBgrFYru3fv5p133uHBBx+8PF9cOVZ02nRqaip9+/bl8OHDdOnShZEjR3L06FFmzpzJwoULmTp1Kh07dvS+3mazMXz4cNauXUtSUhJjx47FaDRy8OBBvvvuO6677rpix9WKovDiiy/y4YcfMmzYML788ssSz3eVRb169Rg2bBhTpkxhzpw5PveRM2fOZMmSJfTv359x48Z5A1mXMsYGcLvdjBkzhhUrVtC4cWNGjRpFRkYGzz33XLHT4mbMmMG4ceMwGo0MHz6c6OholixZwltvvcWSJUuYPXs2JpPJ5z1ZWVkMGDCAkJAQxowZQ2pqKtOmTWPkyJEsXbrU73i90iRwU0GsX78eOH8DeqnWrl3Lf/7zH5555hm/db/++iu1atXyWZabm0u/fv147bXXuOmmm7BYLAD8+OOPKIrCrFmz/AZkRZ9wT5kyBYfDwU8//eQ3KK7KmR9FHTp0SDUa3KdPnxLfd+bMGZo2bcqCBQswm83e5enp6dxzzz1ERkYyf/5879M8gKlTpzJu3Dhee+01JkyYcPk+RAXRvHlzQkJCWL9+PU6n03sDumrVKtq2bYvRaKRz587MnTuXkydPegdZhRk6Xbt2JSwsjJ07d/rVJNi9ezd9+/bl5ZdfZsaMGQAMGTLEG7gZPHgwN9xwg982/ec//2H37t18+OGH3Hzzzd7lKSkp9OzZk0ceeYQ+ffr4XUROnz7NqlWrCA8Pv2zfT0VU9PhRFIX09HQWL17M6dOnefnll1WDBBdr/PjxJCcn8/zzz/P44497l0+cOLFKDHILJSYmctddd/HRRx/xv//9z/tEWs2jjz5Kamoq77//vjeAD/D111/zf//3fzz22GOqNUxK+nv+66+/uO+++/jvf//rXfb444/zzTffMHDgQJ566ilvRoeiKIwZM4aFCxeydetWWrZs6X3P2rVr/a5xycnJ9OzZkxdeeKHCBW6Ku3YAtGvXrsRryA8//MBvv/3GDTfcwPvvv+89F+bn53PzzTfz8ccfM2rUKO/39/XXXzNz5ky6d+/O5MmTfa45NpvNO93n6aefZuXKlRw/frzEaVwljUXUXOzvLw+u1Dht0qRJzJ07l86dOzN9+nTvjd+jjz5Kjx49ePHFFxk8eLDf3/ilWrVqFePHj+eRRx7xLiucPvTTTz/x6KOPAgXBtIcffhiXy8XcuXO9N7mKonDXXXfx66+//qvtKCtff/01AK1bt77oMexNN93EW2+9xffff+8XuPnhhx8AfK7v8+fP55NPPqFx48bMnj2biIgI7zqXy6U6Pt62bRurVq0iLi4OKBg7tG7dmi+//JInn3zybwMBd911F8nJyXzwwQfccsstPusuzASqbAr3QdFAzIsvvsjhw4d57LHHeOGFF7zLFy5cyOjRo7n//vvZuHEjWm3BpJTXXnuNtWvXMmbMGD799FOfIFBWVlaxtfRcLhcPPPAAkydP5s477+TNN9/0/syqoEuXLkyZMoXNmzf7LF+0aBHTpk2jR48ePssvZYwNBRk8K1asoG/fvkyePNm7H+677z6/nw2QnZ3NQw89hF6vZ+HChTRt2hQoCIzecccdTJs2jQ8//JD//Oc/Pu/buXMnd9xxB2+99ZZ3/3Xt2pWHHnqIr776ivfee++ffD3/WNX5C6rgCtO/4+Pj/datWLGC119/3ee/CzMHYmNji81yUbvYBwUFMXbsWLKzs/0OOsBn8FSo6AXoUl9XFR0+fJg333zT778NGzb87Xtfeuklv+920qRJZGdn88ILL/gEbQBGjhxJixYtmDZt2mX9DBVFYZHIvLw8Nm3aBBQ8ddm9ezddunQB8EboC4+dwvo2ZrPZG9xRKyTZqFEjunTpwurVq3E6nRe1PWlpaUybNo1u3br5DOoAoqOjefDBB0lNTWXp0qV+73366aerfNAGfI+ft956i6+//prDhw/TvXv3f1XbxuFwMHPmTKKjo3nggQd81t14443Uq1fv3256hfL4448TGhrKhAkTiu3Wdfz4cVasWEHDhg39bgxuv/126tevz/Lly1WnUZT09xwUFOQ3P76wO1xERAT33HOPd7lGo/F2wbqwM4zaNS4uLo6hQ4dy8OBBjh07pvr7y6virh1vvvkmixYtKvG9X375JYGBgbz99ts+GVQGg8H79P63337zLv/mm2/Q6XS8++67ftccs9l8yeeiksYiai7377+SrtQ4bdKkSUBBdnTRm/TExETuu+8+XC4Xv/zyy7/e/po1a/LQQw/5LCucalJ0HLhmzRqOHDlC//79fW6INRoNzz//fIUoCl8Y/Hz99dd5/vnnGThwIG+99RYmk8kni+XvxrDx8fEMGDCAVatWcejQIe9yp9PJ5MmTiYuLo3///t7l33zzDQBvvPGG31hYr9f7ZDUVeuKJJ7xBG4DIyEgGDRpETk4O+/fvL/Fzbtq0iS1bttCpUye/czPgkwlU0V24T4cOHcrLL79MTEwML7/8MlAQoJ46dSoRERF+x1q/fv3o2bMnhw4dYu3atUBB8OX7778nJCSEN9980+9vOzQ0lKCgIL9tsVqtjB07lsmTJ/P0008zYcKEKhW0gfPnwQuDkYMGDVINrFzqGLvwnPfcc8/57JeGDRty3XXX+f2cuXPnkp2dzY033ugN2gBotVpeeukl9Ho9P//8s9/7AgMDGT9+vM/+Gzt2LHq9XvX++EqTjJtKYOXKlbz55pt+y4s+9WnatGmxUfmUlBTee+89Fi1axPHjx7HZbD7rk5OTvf9/5MiRzJo1iz59+nDttdfSrVs3OnXq5FfFfvjw4Xz22WfceOONDB8+nJ49e9KpUyfpoFBE7969mTp1quq6kuZOmkwmmjRp4rd848aNQMGFWq0Vn8PhIC0tjbS0tCrZdaBLly7Mnz+fFStW0KFDB299m8LATWFWzooVK7juuuvYvn07WVlZ9OjRw3vsbN++nQ8//JC1a9dy5swZv0BNWlqazwCrOJs3b8btdpOfn6/65LxwALh//34GDBjgs65Nmzb/6PNXNhceP+np6axdu5annnqKAQMG8Pvvv9O2bdtL/rn79+/H4XDQqlUrjEajzzqNRsNVV131t4PlyiQsLIxHH32U8ePH89FHH6lmUxTWwOjcubNfEWOtVkunTp3Yt28fO3bsoHr16j7rS/p7rlOnjjfbs1Dh8dWkSRO/31W4rug1C+DIkSO8++67LF++nNOnT/vVo0hOTvYLdpdnJV07SmK1Wtm1axfx8fG8//77futdLheA9+87NzeXvXv3UqdOHZKSkv7VNhcqaSxyoSvx+8vKvxmnbd++HYvFonqsFL6/uDo0l6JZs2Z+N5eFN/ZZWVneZYWB0U6dOvn9jBo1alCtWrVyHwwtDH4CBAQEEBMTw7XXXssjjzxCkyZN0Gq1Fz2Gve2225g9ezY//PAD48ePBwpuElNSUnj88cd9psRt2rQJo9HoHXdcjKLZg4XU9ouawgdVvXr1uujfV1EV3aeFYmNjmTdvnrfe1L59+7Db7XTt2tXv2gIFx9Off/7Jjh07vNetnJwcevTocdFlBux2O9dccw2bNm3ivffe47bbbvvXn60yKemafylj7J07dxIYGEiLFi38fk779u396q5u374dQPXYS0xMpFatWhw4cICcnByCg4O965KSkvyCc4VB1r87/q4ECdxUENHR0ezdu5fTp0/7VY1/+umnvYPpwikxau9Xk5GRQc+ePTlx4gQdOnSge/fuhIaGotPp2LFjB3PnzvUZ5A4bNoyffvqJTz75hG+//ZavvvoKjUZD165defXVV2nevDkAbdu2Zfbs2bz77rv89ttv3kJ4rVu3Zvz48VWqTsTlFhUVpdrhJSMjA4CvvvqqxPfn5eVVycBN0QLFTzzxBCtXrsRkMnlv7rVarU+dmwvbgK9bt46rr74agJ49e3LNNdcQGBiIRqNhzpw57Ny5s9gChRcq3Fdr1671PtlRk5eX57dM7YmcKHgKOmjQICwWC8OGDePVV1/1Sau9WIXzrYurUVEVv/+7776br776ik8++YQ77rjDb33hd1bcdSY2NtbndUWV9H0WHTwVKnyyVtK6ooO9Q4cO0atXL3JycujatSsDBgwgODgYrVbLypUrWbVq1UUftxVdZmYmiqJw6tQp1SBCocLzTnZ2NqCeQfJPFfc3ouZK/P4r6UqN03JycorNjCjp2LpUasdUYdDB7XZ7lxXul5LOkeU9cPN3wc9LGcP26tWLmjVrMmnSJJ577jn0ej0TJ05Eo9F4M5YKZWdnEx8ff0nZFyWd64ruFzUV7Rj6N4ru09TUVCZNmsSLL77I9ddfz+LFiwkKCrrka9U/+f5yc3PZvn07ERER/3jaZGVw+vRpAL/7jeK++0sdY5d0XlQbV1zMvlcL3Kgdf1BwDP7d8XclSOCmgmjfvj0rV65kxYoV/2gaQHGtXCdOnMiJEyd49tlneeKJJ3zWvffee6rt8wYPHszgwYPJyclh3bp1zJo1i4kTJzJq1CjWr1/vjUp36tSJTp06YbPZ2LhxI/Pnz+ebb75hzJgxrFmz5l/Px66qituXhSeX1atXl3qxrIqgWbNmhIWFsX79evLz81mxYoV3ClShLl26sGDBAo4ePepT3wbgnXfeweFwMG/ePJ/0cCjIdrpwekZJCvfVAw884FMI9GJIW+aSFT7NKZrCqtFoir3AZmdnExIS4v134b5JTU1Vfb1a16LKzmw289RTT/Hggw/y5ptvMmbMGJ/1hd9ZSkqK6vsLvzO1AdCV/nv+9NNPyczM5IsvvvDb7kcffdTbCakqKPz+W7ZsqToN80KFx0XhAPxyuJT9fSV+/5V0pcZpwcHBf3s+KnpsFQYF1M55hTei/0bhfqns58iLHcNqNBpuvfVWXnrpJebNm0erVq1YsmQJ3bt39xvnhoaGcvbsWTweT6lMnSksFF1RjqHLJSoqigcffJCsrCzefvttXn31Vd54441Lvlb9k+8vKiqK999/nxtuuIEhQ4Ywa9asKjfFGs7XiCxaUBiKP89d6hg7ODiYtLQ01Z+ldg76N+OU8qRqTbirwK6//nq0Wi3ff/99sX+o/0ThlJpBgwb5rVNrSVxUcHAwffr04YMPPmDs2LGcPXvWm5ZZlNlspmvXrrz22ms89thj2Gw2/vzzz8vzAYRXYebIxdTIqYq0Wi2dO3fGZrMxb9489u7d65cyWVjnZtmyZaxZs4agoCBatWoFFBwr4eHhfhcUq9Wq2qqwpCdirVu3RqPRyL66AgpbcyqK4l0WFhbGqVOn/F579OhRv1TXevXqYTQa2bp1q18mhqIoVXafjR07lkaNGvH999/71HKA852DVq9e7fO9Q8F3tnr1ap/XlabirnGKorBu3bpS356yFBwcTIMGDdi3b99FtbANCgqiYcOGHD16lIMHD/7t6y82C+BiXervL2tXapzWvHlzrFar6viq8Oao6LFV+PBM7ZxXOF3g3yisD1F4XBd17NixSlfw9mLGsDfccAMBAQFMnDiRH3/8EY/Ho1pTpk2bNjgcDu9+u9IKH2QsWbKkVH5fefP4448THx/PN998w9GjR6lfvz4mk4nNmzertn++8HiqV68eISEhbN68+aLOmYV69+7NpEmTyMrKYujQoVVqejUUdJmcMWMGRqNRtTuqmksdYzdt2pS8vDzVc1phofiiCmeEqB17J06c4PDhw9SqVUsCN+LyqFu3Lg8//DApKSmMGjXKb+Bc6FLn2xW20bxwusavv/7KwoUL/V6/atUq1UFZYQSzMHth/fr1qt0eLnyduHxuuOEGgoODeeWVV9i9e7ffeqvVWmVvOgsVZs8UThO4MHDTokULgoOD+fzzz8nOzqZjx47eVPHExEQyMzN9vlu3283zzz+v+uSxsGim2iA2NjaW4cOHs27dOj788EO/m10oeMKgNrAQJfvkk08A3/oLrVu35tixYz4X7Pz8fJ599lm/9xuNRq655hrOnj3LZ5995rNu0qRJ7Nu37wptefmm0+l4/vnncTqdvPHGGz7rEhMT6dq1K7t372bixIk+67777jv27t1Lt27d/OrblIbirnHvvfceu3btKvXtKWt33303VquVhx9+WHUq5pEjRzh69Kj333fccQdut5vHH3/cr/6d3W73TvuE8+c8tSLU/9Sl/P6ydqXGaddffz1Q0JSg6DTAEydO8Mknn6DX6xk9erR3eeET7smTJ+PxeLzL169ff1k6PnXs2JGaNWuyYMECnwd8iqLwyiuvlMn0gcvtUsewMTExDB48mEWLFvHtt98SGRmp2q2ucKrpU0895fe363K5Lnu2UuvWrWndujWrV6/m+++/91uvFtyrTMxmMw8//DBOp5MJEyZgMBgYOXIkaWlpvPvuuz6vXbRoEYsXL6ZOnTp06NABKJgqeOutt5Kdnc2TTz7p97edlZVVbNH+nj17MnnyZLKyshgyZEiVGTusXbuWESNG4HA4eOSRRy66tumljrELz3mvvfaaz3lu37593oLuRQ0aNIiQkBB++uknn9+hKArjx4/H5XIxduzYi/6cZUWmSlUgzz//PPn5+XzyySe0a9eOTp060bRpUywWCykpKfz1119s2rSJoKCgi36yOWbMGN5//33+85//sGLFChITE9m5cyfLli1j6NChzJo1y+f1Tz75JMnJyXTo0IEaNWqg0WhYu3YtmzZtol27dt5I6fvvv8/KlSu9F3iTycS2bdtYtmwZtWrVuugIrLh4UVFRfP3119x666106dKFPn36UK9ePRwOB8eOHWP16tVcddVV/6ioZWVRGLjZtWsXJpOJdu3a+azX6XS0b9/e25ml6Pzku+66iyVLljBgwACGDx+O0Whk5cqVnD59mi5duvhF8a+66irMZjOfffYZmZmZ3noAhVMS33nnHfbv388LL7zA5MmTueqqqwgNDeXkyZNs2bKFgwcPsnfvXtUCesK/JXJGRgbr1q1j27ZthIWFeYtEAtx///0sWbKE0aNHM3LkSMxmM0uXLiU0NFS1mPQLL7zA0qVLGT9+PKtWraJ58+bs37+fBQsW0KdPHxYtWlTlOkRAwcCnY8eOqtmY7777LgMGDODhhx9m/vz5NGzYkN27dzNv3jyioqL8Bsml5bbbbuOnn37i5ptvZtiwYURERLBx40a2bdtG//79WbBgQZls179RUjtwKJgCZjKZVNfddtttbNiwgUmTJrFu3Tq6d+9OfHw8Z8+eZf/+/WzcuJGvv/6amjVrAjBu3DhWrVrF9OnTadOmDQMHDiQ4OJgTJ06wePFiPvroI+/1vFu3bsycOZObb76Zvn37YjQaadq0KQMHDvzHn/VSfn95cCXGaddddx2zZs3ytgTv378/VquVadOmkZGRwauvvuozJaddu3Z06NCB5cuX07dvXzp16sTx48eZO3cuAwYMYPbs2f/qM2q1Wj744AOuvfZahg0bxvDhw4mPj2f58uWcOXOGJk2a8Ndff/2r31HW/skY9rbbbmPGjBmcPXuWBx54QLXQdL9+/XjwwQf56KOPaN26NUOGDCE6OppTp06xfPlyHnjgAe67777L+lm++uorhgwZwsMPP+wda9jtdvbs2cP27dtVm1lUJrfeeisffPABkydP5vHHH+ell15i1apVvP3226xfv562bdty7NgxZsyYgcVi4ZNPPvG5vj/zzDNs2LCBKVOmsHHjRvr06YPRaOTIkSMsXryYefPmebM5LtS9e3cmT57M9ddfz9ChQ/n9999p0KBBaX30K6rodcjpdJKSksKmTZvYtWsXOp2O//u//+Opp5666J93qWPsG264gcmTJ7NgwQK6du1K3759ycjI8LYanz9/vs9+DAkJ4cMPP2TcuHH06dOH4cOHExUVxdKlS9m6dStt2rTx66pXHkngpgLRarW89tprjB49mv/973+sXr2aLVu24HA4CA8Pp2HDhrzyyitcd911F10AsFq1asyZM4cXX3yRpUuX4na7ad68OdOnT+fEiRN+gZvHHnuMWbNmsXXrVpYsWYJer6dGjRq89NJLjBs3zpsqPW7cOEJCQti0aZM3fb569eo8/vjj3HfffT41JcTl079/f5YvX86HH37I0qVL+fPPP7FYLCQkJDB27Fi/Gg9VTePGjYmMjCQtLc2vvk2hzp07qwZuBgwYwPfff8+7777LL7/8gtlsplu3bvz000+qhT7Dw8P5/vvveeONN/jhhx+8T4sLAzfh4eEsXLiQr776imnTpvHrr7/i8XiIiYmhadOmPPHEE1WyiPTFurCDRGEryXHjxvHII494My2goHjkd999x5tvvsmUKf/f3r3H1PzHcRx/HblkWY6S22JoYVjNpQlr1RBjRmMkw5hNYW5b2mqjqUTulzmKuRwblWmaSycJ5Rb+YDONzTQx/GVCKNn5/fH7afqdE1I5X3o+trN1vpfP9/1df5zvXvt8P+9sdenSRdOmTdO6descpuVKkq+vry5cuKCkpCRdunRJ169fV2BgoHJzc+sWPDb6dNqWkpSUVK+97Vf+/v66fPmyNm/erKKiIl24cEFdu3bV3LlzFR8f77KuTV//b6mpqTp79qzatGmjUaNGyWazKT8//48Mbpx1T/lWbGxsg8GNyWSSxWJRRESEjh49qoKCAlVVVcnHx0f9+/dXcnJyvVatJpNJhw4dUnh4uI4dO6asrCzZ7Xb17NlTkZGR9TreLFiwQBUVFTp16pR27typ2tpazZkzp0nBTWOubwQt8ZxmMplktVplsVh04sQJZWZmqn379goICNCyZcucvup+/PhxJSQkqKCgQGVlZRo6dKiysrL08uXLJgc3khQWFqa8vDylpKQoLy9P7u7uCg0N1ZEjRxQTE9Pk8V3tV55hv84qfP78uebPn9/g2MnJyQoKCtKBAweUl5en6upqde/eXSEhIQoPD2/2e/Hz81NxcbG2b98um80mi8UiDw8P+fn5OW0//7dxd3fX6tWrtXbtWm3atEkZGRkqKipSenq6zp8/r5s3b8rT01NTpkxRfHy8wxqR7u7uOn36tDIzM5WTkyOr1So3Nzf5+vpq4cKFP/xtCw0NVXZ2tqKiourCm0GDBrXkLf8W3/4OdezYUZ07d5a/v7/i4uIUHR2tfv36NWq8xj5ju7m56eTJk0pLS9OpU6dksVjUr18/paSkyGw2y2azOTynTZ8+Xd26ddOOHTt05swZffz4UX369FFcXJxWrVrV4O+mkZjevHnjOEcfAAA4mDRpkm7fvq2KigqHFpEAgNbp1atXGjp0qIKCgpSfn+/qcoBWKyUlRVu3btXJkyc1YcIEV5fTrFrfXG8AAH7g1atXDtuys7NVWlqqsLAwQhsAQB2LxaLa2lqnrd4BND9nz2kPHz5URkaGOnfu7LCO5d+AV6UAAPif0aNHKyAgQAMHDpSbm5vu37+va9eu1S0ADgBo3SorK3Xo0CE9e/ZMVqtVgwYNUmRkpKvLAlqFNWvWqKKiQiNGjJDZbFZ5eblsNps+f/6sPXv2qGPHjq4usdnxqhQAAP+TnJys/Px8PX/+XB8+fFDXrl0VEhKiuLg4DRgwwNXlAQBc7OnTpwoMDJS7u7tGjhypHTt2yN/f39VlAa1CTk6ODh8+rEePHunt27fy8PDQ8OHDtXz5co0bN87V5bUIghsAAAAAAACDYo0bAAAAAAAAgyK4AQAAAAAAMCiCGwAAAAAAAIMiuAEAAAAAADAoghsAAAAAAACDIrgBAAAAAAAwqLauLgAAAKApzGbzL52XmpqqxMREtWvXTkVFRQoICGjw2BcvXmj06NGqrKxUamqqli1b1uC127VrJy8vLwUEBGj27NmaMWOGTCbTL9U8duxYnTt37qfv6enTpyouLta9e/d09+5dPXjwQDU1NY0eBwAAGAfBDQAA+KMFBwc73V5aWipJ8vPzk4+Pj8P+AQMGaNasWcrJyVFMTIyuXLmi9u3bOx1r5cqVqqys1JgxY7R06VKH/YMHD5anp6ckqaqqSk+ePFFhYaEKCwuVm5srq9Wqtm0dH7u+Pc+ZwYMHN7jPGYvFov379zfqHAAAYGwENwAA4I9ms9mcbv86q2XNmjWaO3eu02OCgoJ09epVlZWVKS0tTevXr3c4xmq1qrCwUJ06ddK+ffscZs9I0ubNmxUSElL3vbq6Wtu2bVN6errOnz+vjIyMulk63zuvqby9vRUREaHAwEANGzZMN27c0N69e5ttfAAA8Puxxg0AAGi1zGazdu3aJUnavXu37ty5U29/RUWFEhMTJUkbNmxQ3759f2rcDh06KCEhQePHj5ckZWdnN1/R3xEXF6ecnBwlJiZq8uTJ8vb2/i3XBQAALYfgBgAAtGoRERGaN2+evnz5otjYWH38+FGSZLfbtXz5cr17907h4eFatGhRo8cODQ2VJD1+/LhZawYAAK0HwQ0AAGj1UlNT1bt3bz1+/FhJSUmSpIMHD6qkpESenp7as2fPL41rt9ubsUoAANAaEdwAAIBWz9PTU3v37pXJZFJmZqasVmtdgJOWliZfX99fGrekpETSvwskAwAA/AqCGwAAAP37WtPixYtlt9u1YsUKVVVVaeLEiQ0ubPw9NTU12rhxoy5evChJioqKcnrc1KlTZTabG/zs27evSfcEAAD+fHSVAgAA+E9SUpIuXryo8vLyegsX/0h8fHy9duDl5eV6//69JGny5MlasmSJ0/N+1A68V69ejbwDAADwtyG4AQAA+I+Hh4eCg4NVXl6uIUOGqEePHj91XllZWd3fbdu2lZeXl4KDgzV79mzNnDnTaQtxqfnbgQMAgL8PwQ0AAEATnTlzhgAGAAC0CNa4AQAAAAAAMCiCGwAAAAAAAIMiuAEAAAAAADAoghsAAAAAAACDYnFiAAAAF/m2jXhDbDbbT49XWlqq6Ojouu+fPn2SJN26dUv9+/ev2z5jxgxt2bKlkdUCAABXILgBAABwkW/biDeHz58/6/Xr1w7ba2tr621///59s14XAAC0HNObN2/sri4CAAAAAAAAjljjBgAAAAAAwKAIbgAAAAAAAAyK4AYAAAAAAMCgCG4AAAAAAAAMiuAGAAAAAADAoAhuAAAAAAAADIrgBgAAAAAAwKAIbgAAAAAAAAyK4AYAAAAAAMCgCG4AAAAAAAAMiuAGAAAAAADAoAhuAAAAAAAADIrgBgAAAAAAwKD+AdIoos0Lgwh4AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "top_types=df['TYPE 1'].value_counts()[:10] #take the top 10 Types\n",
    "df1=df[df['TYPE 1'].isin(top_types.index)] #take the pokemons of the type with highest numbers, top 10\n",
    "sns.swarmplot(x='TYPE 1',y='TOTAL',data=df1,hue='LEGENDARY') # this plot shows the points belonging to ind\n",
    "# It is distributed by Type\n",
    "plt.axhline(df1['TOTAL'].mean(),color='red',linestyle='dashed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TOTAL</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.618748</td>\n",
       "      <td>0.736211</td>\n",
       "      <td>0.612787</td>\n",
       "      <td>0.747250</td>\n",
       "      <td>0.717609</td>\n",
       "      <td>0.575943</td>\n",
       "      <td>0.048384</td>\n",
       "      <td>0.501758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HP</th>\n",
       "      <td>0.618748</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.422386</td>\n",
       "      <td>0.239622</td>\n",
       "      <td>0.362380</td>\n",
       "      <td>0.378718</td>\n",
       "      <td>0.175952</td>\n",
       "      <td>0.058683</td>\n",
       "      <td>0.273620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATTACK</th>\n",
       "      <td>0.736211</td>\n",
       "      <td>0.422386</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.438687</td>\n",
       "      <td>0.396362</td>\n",
       "      <td>0.263990</td>\n",
       "      <td>0.381240</td>\n",
       "      <td>0.051451</td>\n",
       "      <td>0.345408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEFENSE</th>\n",
       "      <td>0.612787</td>\n",
       "      <td>0.239622</td>\n",
       "      <td>0.438687</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.223549</td>\n",
       "      <td>0.510747</td>\n",
       "      <td>0.015227</td>\n",
       "      <td>0.042419</td>\n",
       "      <td>0.246377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SP. ATK</th>\n",
       "      <td>0.747250</td>\n",
       "      <td>0.362380</td>\n",
       "      <td>0.396362</td>\n",
       "      <td>0.223549</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.506121</td>\n",
       "      <td>0.473018</td>\n",
       "      <td>0.036437</td>\n",
       "      <td>0.448907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SP. DEF</th>\n",
       "      <td>0.717609</td>\n",
       "      <td>0.378718</td>\n",
       "      <td>0.263990</td>\n",
       "      <td>0.510747</td>\n",
       "      <td>0.506121</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.259133</td>\n",
       "      <td>0.028486</td>\n",
       "      <td>0.363937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPEED</th>\n",
       "      <td>0.575943</td>\n",
       "      <td>0.175952</td>\n",
       "      <td>0.381240</td>\n",
       "      <td>0.015227</td>\n",
       "      <td>0.473018</td>\n",
       "      <td>0.259133</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.023121</td>\n",
       "      <td>0.326715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GENERATION</th>\n",
       "      <td>0.048384</td>\n",
       "      <td>0.058683</td>\n",
       "      <td>0.051451</td>\n",
       "      <td>0.042419</td>\n",
       "      <td>0.036437</td>\n",
       "      <td>0.028486</td>\n",
       "      <td>-0.023121</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.079794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LEGENDARY</th>\n",
       "      <td>0.501758</td>\n",
       "      <td>0.273620</td>\n",
       "      <td>0.345408</td>\n",
       "      <td>0.246377</td>\n",
       "      <td>0.448907</td>\n",
       "      <td>0.363937</td>\n",
       "      <td>0.326715</td>\n",
       "      <td>0.079794</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               TOTAL        HP    ATTACK   DEFENSE   SP. ATK   SP. DEF  \\\n",
       "TOTAL       1.000000  0.618748  0.736211  0.612787  0.747250  0.717609   \n",
       "HP          0.618748  1.000000  0.422386  0.239622  0.362380  0.378718   \n",
       "ATTACK      0.736211  0.422386  1.000000  0.438687  0.396362  0.263990   \n",
       "DEFENSE     0.612787  0.239622  0.438687  1.000000  0.223549  0.510747   \n",
       "SP. ATK     0.747250  0.362380  0.396362  0.223549  1.000000  0.506121   \n",
       "SP. DEF     0.717609  0.378718  0.263990  0.510747  0.506121  1.000000   \n",
       "SPEED       0.575943  0.175952  0.381240  0.015227  0.473018  0.259133   \n",
       "GENERATION  0.048384  0.058683  0.051451  0.042419  0.036437  0.028486   \n",
       "LEGENDARY   0.501758  0.273620  0.345408  0.246377  0.448907  0.363937   \n",
       "\n",
       "               SPEED  GENERATION  LEGENDARY  \n",
       "TOTAL       0.575943    0.048384   0.501758  \n",
       "HP          0.175952    0.058683   0.273620  \n",
       "ATTACK      0.381240    0.051451   0.345408  \n",
       "DEFENSE     0.015227    0.042419   0.246377  \n",
       "SP. ATK     0.473018    0.036437   0.448907  \n",
       "SP. DEF     0.259133    0.028486   0.363937  \n",
       "SPEED       1.000000   -0.023121   0.326715  \n",
       "GENERATION -0.023121    1.000000   0.079794  \n",
       "LEGENDARY   0.326715    0.079794   1.000000  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_numeric = df.drop(['TYPE 1','TYPE 2'],axis=1)\n",
    "df_numeric.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6)) #manage the size of the plot\n",
    "sns.heatmap(df_numeric.corr(),annot=True) #df.corr() makes a correlation matrix and sns.heatmap is used to\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a=df.groupby(['GENERATION','TYPE 2']).count().reset_index()\n",
    "a=a[['GENERATION','TYPE 2','TOTAL']]\n",
    "a=a.pivot(index='GENERATION',columns='TYPE 2',values='TOTAL')\n",
    "a[['Water','Fire','Grass','Dragon','Normal','Rock','Flying','Electric']].plot(color=['blue','red','gray','#FFA500','brown','#6666ff','#001012','yellow'],marker='o')\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(12,6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Charmander</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charmeleon</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CharizardMega Charizard X</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vulpix</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>299</td>\n",
       "      <td>38</td>\n",
       "      <td>41</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ninetales</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>505</td>\n",
       "      <td>73</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>81</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Growlithe</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>350</td>\n",
       "      <td>55</td>\n",
       "      <td>70</td>\n",
       "      <td>45</td>\n",
       "      <td>70</td>\n",
       "      <td>50</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arcanine</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>555</td>\n",
       "      <td>90</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ponyta</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>410</td>\n",
       "      <td>50</td>\n",
       "      <td>85</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rapidash</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>500</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>105</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Magmar</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>495</td>\n",
       "      <td>65</td>\n",
       "      <td>95</td>\n",
       "      <td>57</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>93</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flareon</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>525</td>\n",
       "      <td>65</td>\n",
       "      <td>130</td>\n",
       "      <td>60</td>\n",
       "      <td>95</td>\n",
       "      <td>110</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dratini</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>300</td>\n",
       "      <td>41</td>\n",
       "      <td>64</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragonair</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>420</td>\n",
       "      <td>61</td>\n",
       "      <td>84</td>\n",
       "      <td>65</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cyndaquil</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quilava</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Typhlosion</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>534</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slugma</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>250</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>70</td>\n",
       "      <td>40</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Magby</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>365</td>\n",
       "      <td>45</td>\n",
       "      <td>75</td>\n",
       "      <td>37</td>\n",
       "      <td>70</td>\n",
       "      <td>55</td>\n",
       "      <td>83</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Entei</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>580</td>\n",
       "      <td>115</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>75</td>\n",
       "      <td>100</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Torchic</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>310</td>\n",
       "      <td>45</td>\n",
       "      <td>60</td>\n",
       "      <td>40</td>\n",
       "      <td>70</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Torkoal</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>470</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>140</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bagon</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>300</td>\n",
       "      <td>45</td>\n",
       "      <td>75</td>\n",
       "      <td>60</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shelgon</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>420</td>\n",
       "      <td>65</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chimchar</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>309</td>\n",
       "      <td>44</td>\n",
       "      <td>58</td>\n",
       "      <td>44</td>\n",
       "      <td>58</td>\n",
       "      <td>44</td>\n",
       "      <td>61</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Magmortar</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>540</td>\n",
       "      <td>75</td>\n",
       "      <td>95</td>\n",
       "      <td>67</td>\n",
       "      <td>125</td>\n",
       "      <td>95</td>\n",
       "      <td>83</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tepig</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>308</td>\n",
       "      <td>65</td>\n",
       "      <td>63</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pansear</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>316</td>\n",
       "      <td>50</td>\n",
       "      <td>53</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Simisear</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>498</td>\n",
       "      <td>75</td>\n",
       "      <td>98</td>\n",
       "      <td>63</td>\n",
       "      <td>98</td>\n",
       "      <td>63</td>\n",
       "      <td>101</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Darumaka</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>315</td>\n",
       "      <td>70</td>\n",
       "      <td>90</td>\n",
       "      <td>45</td>\n",
       "      <td>15</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarmanitanStandard Mode</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>480</td>\n",
       "      <td>105</td>\n",
       "      <td>140</td>\n",
       "      <td>55</td>\n",
       "      <td>30</td>\n",
       "      <td>55</td>\n",
       "      <td>95</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Axew</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>320</td>\n",
       "      <td>46</td>\n",
       "      <td>87</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "      <td>57</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fraxure</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>410</td>\n",
       "      <td>66</td>\n",
       "      <td>117</td>\n",
       "      <td>70</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>67</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haxorus</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>540</td>\n",
       "      <td>76</td>\n",
       "      <td>147</td>\n",
       "      <td>90</td>\n",
       "      <td>60</td>\n",
       "      <td>70</td>\n",
       "      <td>97</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Druddigon</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>485</td>\n",
       "      <td>77</td>\n",
       "      <td>120</td>\n",
       "      <td>90</td>\n",
       "      <td>60</td>\n",
       "      <td>90</td>\n",
       "      <td>48</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heatmor</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>484</td>\n",
       "      <td>85</td>\n",
       "      <td>97</td>\n",
       "      <td>66</td>\n",
       "      <td>105</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reshiram</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Fire</td>\n",
       "      <td>680</td>\n",
       "      <td>100</td>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>120</td>\n",
       "      <td>90</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fennekin</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>307</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>62</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Braixen</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>409</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>58</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>73</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goomy</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>300</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>35</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>40</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sliggoo</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>452</td>\n",
       "      <td>68</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "      <td>83</td>\n",
       "      <td>113</td>\n",
       "      <td>60</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goodra</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>600</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>110</td>\n",
       "      <td>150</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           TYPE 1  TYPE 2  TOTAL   HP  ATTACK  DEFENSE  \\\n",
       "NAME                                                                     \n",
       "Charmander                   Fire    Fire    309   39      52       43   \n",
       "Charmeleon                   Fire    Fire    405   58      64       58   \n",
       "CharizardMega Charizard X    Fire  Dragon    634   78     130      111   \n",
       "Vulpix                       Fire    Fire    299   38      41       40   \n",
       "Ninetales                    Fire    Fire    505   73      76       75   \n",
       "Growlithe                    Fire    Fire    350   55      70       45   \n",
       "Arcanine                     Fire    Fire    555   90     110       80   \n",
       "Ponyta                       Fire    Fire    410   50      85       55   \n",
       "Rapidash                     Fire    Fire    500   65     100       70   \n",
       "Magmar                       Fire    Fire    495   65      95       57   \n",
       "Flareon                      Fire    Fire    525   65     130       60   \n",
       "Dratini                    Dragon  Dragon    300   41      64       45   \n",
       "Dragonair                  Dragon  Dragon    420   61      84       65   \n",
       "Cyndaquil                    Fire    Fire    309   39      52       43   \n",
       "Quilava                      Fire    Fire    405   58      64       58   \n",
       "Typhlosion                   Fire    Fire    534   78      84       78   \n",
       "Slugma                       Fire    Fire    250   40      40       40   \n",
       "Magby                        Fire    Fire    365   45      75       37   \n",
       "Entei                        Fire    Fire    580  115     115       85   \n",
       "Torchic                      Fire    Fire    310   45      60       40   \n",
       "Torkoal                      Fire    Fire    470   70      85      140   \n",
       "Bagon                      Dragon  Dragon    300   45      75       60   \n",
       "Shelgon                    Dragon  Dragon    420   65      95      100   \n",
       "Chimchar                     Fire    Fire    309   44      58       44   \n",
       "Magmortar                    Fire    Fire    540   75      95       67   \n",
       "Tepig                        Fire    Fire    308   65      63       45   \n",
       "Pansear                      Fire    Fire    316   50      53       48   \n",
       "Simisear                     Fire    Fire    498   75      98       63   \n",
       "Darumaka                     Fire    Fire    315   70      90       45   \n",
       "DarmanitanStandard Mode      Fire    Fire    480  105     140       55   \n",
       "Axew                       Dragon  Dragon    320   46      87       60   \n",
       "Fraxure                    Dragon  Dragon    410   66     117       70   \n",
       "Haxorus                    Dragon  Dragon    540   76     147       90   \n",
       "Druddigon                  Dragon  Dragon    485   77     120       90   \n",
       "Heatmor                      Fire    Fire    484   85      97       66   \n",
       "Reshiram                   Dragon    Fire    680  100     120      100   \n",
       "Fennekin                     Fire    Fire    307   40      45       40   \n",
       "Braixen                      Fire    Fire    409   59      59       58   \n",
       "Goomy                      Dragon  Dragon    300   45      50       35   \n",
       "Sliggoo                    Dragon  Dragon    452   68      75       53   \n",
       "Goodra                     Dragon  Dragon    600   90     100       70   \n",
       "\n",
       "                           SP. ATK  SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                                                       \n",
       "Charmander                      60       50     65           1      False  \n",
       "Charmeleon                      80       65     80           1      False  \n",
       "CharizardMega Charizard X      130       85    100           1      False  \n",
       "Vulpix                          50       65     65           1      False  \n",
       "Ninetales                       81      100    100           1      False  \n",
       "Growlithe                       70       50     60           1      False  \n",
       "Arcanine                       100       80     95           1      False  \n",
       "Ponyta                          65       65     90           1      False  \n",
       "Rapidash                        80       80    105           1      False  \n",
       "Magmar                         100       85     93           1      False  \n",
       "Flareon                         95      110     65           1      False  \n",
       "Dratini                         50       50     50           1      False  \n",
       "Dragonair                       70       70     70           1      False  \n",
       "Cyndaquil                       60       50     65           2      False  \n",
       "Quilava                         80       65     80           2      False  \n",
       "Typhlosion                     109       85    100           2      False  \n",
       "Slugma                          70       40     20           2      False  \n",
       "Magby                           70       55     83           2      False  \n",
       "Entei                           90       75    100           2       True  \n",
       "Torchic                         70       50     45           3      False  \n",
       "Torkoal                         85       70     20           3      False  \n",
       "Bagon                           40       30     50           3      False  \n",
       "Shelgon                         60       50     50           3      False  \n",
       "Chimchar                        58       44     61           4      False  \n",
       "Magmortar                      125       95     83           4      False  \n",
       "Tepig                           45       45     45           5      False  \n",
       "Pansear                         53       48     64           5      False  \n",
       "Simisear                        98       63    101           5      False  \n",
       "Darumaka                        15       45     50           5      False  \n",
       "DarmanitanStandard Mode         30       55     95           5      False  \n",
       "Axew                            30       40     57           5      False  \n",
       "Fraxure                         40       50     67           5      False  \n",
       "Haxorus                         60       70     97           5      False  \n",
       "Druddigon                       60       90     48           5      False  \n",
       "Heatmor                        105       66     65           5      False  \n",
       "Reshiram                       150      120     90           5       True  \n",
       "Fennekin                        62       60     60           6      False  \n",
       "Braixen                         90       70     73           6      False  \n",
       "Goomy                           55       75     40           6      False  \n",
       "Sliggoo                         83      113     60           6      False  \n",
       "Goodra                         110      150     80           6      False  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[((df['TYPE 1']=='Fire') | (df['TYPE 1']=='Dragon')) & ((df['TYPE 2']=='Dragon') | (df['TYPE 2']=='Fire'))]"
   ]
  }
 ],
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